
import pandas as pd
import numpy as np
import copy
import math

import sqlite3

import itertools as it

from scipy.stats import chisquare
from scipy.stats import chi2_contingency

from sklearn.model_selection import train_test_split

from sklearn.linear_model import LinearRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.metrics import mean_squared_error, r2_score

from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score

from sklearn.preprocessing import LabelEncoder
from sklearn.preprocessing import OrdinalEncoder

from sklearn.preprocessing import StandardScaler

import matplotlib.pyplot as plt 
import seaborn as sb 

path = ''  # путь пустой, т.к. исходный файл с базой данных был загружен непосредственно в notebook
database = path + 'database.sqlite'


def na_ratio(df):
    na_dict = {}

    for i in df.columns:
        na_dict[i] = sum(df[i].isna())/len(df[i])

    na_per_column = pd.DataFrame(index = na_dict.keys(), data = {'na_ratio': na_dict.values()})

    return na_per_column.sort_values(by='na_ratio', ascending=False)


def na_borderline_factors(na_ratio_df, borderline):
    na_borderline = borderline
    factors = list(na_ratio_df[na_ratio_df['na_ratio']>na_borderline].index)

    return factors


pd.options.display.max_columns = 250
pd.options.display.max_rows = 250


conn = sqlite3.connect(database)

tables = pd.read_sql("""SELECT *
                        FROM sqlite_master
                        WHERE type='table';""", conn)
tables


countries = pd.read_sql("""SELECT *
                        FROM Country;""", conn)
countries


countries.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 11 entries, 0 to 10
Data columns (total 2 columns):
 #   Column  Non-Null Count  Dtype 
---  ------  --------------  ----- 
 0   id      11 non-null     int64 
 1   name    11 non-null     object
dtypes: int64(1), object(1)
memory usage: 308.0+ bytes


leagues = pd.read_sql("""SELECT *
                        FROM League""", conn)
leagues


leagues.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 11 entries, 0 to 10
Data columns (total 3 columns):
 #   Column      Non-Null Count  Dtype 
---  ------      --------------  ----- 
 0   id          11 non-null     int64 
 1   country_id  11 non-null     int64 
 2   name        11 non-null     object
dtypes: int64(2), object(1)
memory usage: 396.0+ bytes


teams = pd.read_sql("""SELECT *
                        FROM Team
                        ORDER BY team_long_name""", conn)
teams


teams.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 299 entries, 0 to 298
Data columns (total 5 columns):
 #   Column            Non-Null Count  Dtype  
---  ------            --------------  -----  
 0   id                299 non-null    int64  
 1   team_api_id       299 non-null    int64  
 2   team_fifa_api_id  288 non-null    float64
 3   team_long_name    299 non-null    object 
 4   team_short_name   299 non-null    object 
dtypes: float64(1), int64(2), object(2)
memory usage: 11.8+ KB


teams[pd.isnull(teams).any(axis=1)]


team_attributes = pd.read_sql("""SELECT *
                        FROM Team_Attributes""", conn)
team_attributes


team_attributes.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1458 entries, 0 to 1457
Data columns (total 25 columns):
 #   Column                          Non-Null Count  Dtype  
---  ------                          --------------  -----  
 0   id                              1458 non-null   int64  
 1   team_fifa_api_id                1458 non-null   int64  
 2   team_api_id                     1458 non-null   int64  
 3   date                            1458 non-null   object 
 4   buildUpPlaySpeed                1458 non-null   int64  
 5   buildUpPlaySpeedClass           1458 non-null   object 
 6   buildUpPlayDribbling            489 non-null    float64
 7   buildUpPlayDribblingClass       1458 non-null   object 
 8   buildUpPlayPassing              1458 non-null   int64  
 9   buildUpPlayPassingClass         1458 non-null   object 
 10  buildUpPlayPositioningClass     1458 non-null   object 
 11  chanceCreationPassing           1458 non-null   int64  
 12  chanceCreationPassingClass      1458 non-null   object 
 13  chanceCreationCrossing          1458 non-null   int64  
 14  chanceCreationCrossingClass     1458 non-null   object 
 15  chanceCreationShooting          1458 non-null   int64  
 16  chanceCreationShootingClass     1458 non-null   object 
 17  chanceCreationPositioningClass  1458 non-null   object 
 18  defencePressure                 1458 non-null   int64  
 19  defencePressureClass            1458 non-null   object 
 20  defenceAggression               1458 non-null   int64  
 21  defenceAggressionClass          1458 non-null   object 
 22  defenceTeamWidth                1458 non-null   int64  
 23  defenceTeamWidthClass           1458 non-null   object 
 24  defenceDefenderLineClass        1458 non-null   object 
dtypes: float64(1), int64(11), object(13)
memory usage: 284.9+ KB


team_attributes = team_attributes.drop(['buildUpPlayDribbling'], axis=1)


# Преобразуем столбец с датой в формат без времени
team_attributes['date'] = pd.to_datetime(team_attributes['date'])


team_attributes.isnull().sum().sum()

0


players = pd.read_sql("""SELECT *
                        FROM Player;""", conn)
players


players.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 11060 entries, 0 to 11059
Data columns (total 7 columns):
 #   Column              Non-Null Count  Dtype  
---  ------              --------------  -----  
 0   id                  11060 non-null  int64  
 1   player_api_id       11060 non-null  int64  
 2   player_name         11060 non-null  object 
 3   player_fifa_api_id  11060 non-null  int64  
 4   birthday            11060 non-null  object 
 5   height              11060 non-null  float64
 6   weight              11060 non-null  int64  
dtypes: float64(1), int64(4), object(2)
memory usage: 605.0+ KB


player_attributes = pd.read_sql("""SELECT *
                        FROM Player_Attributes;""", conn)
player_attributes


player_attributes.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 183978 entries, 0 to 183977
Data columns (total 42 columns):
 #   Column               Non-Null Count   Dtype  
---  ------               --------------   -----  
 0   id                   183978 non-null  int64  
 1   player_fifa_api_id   183978 non-null  int64  
 2   player_api_id        183978 non-null  int64  
 3   date                 183978 non-null  object 
 4   overall_rating       183142 non-null  float64
 5   potential            183142 non-null  float64
 6   preferred_foot       183142 non-null  object 
 7   attacking_work_rate  180748 non-null  object 
 8   defensive_work_rate  183142 non-null  object 
 9   crossing             183142 non-null  float64
 10  finishing            183142 non-null  float64
 11  heading_accuracy     183142 non-null  float64
 12  short_passing        183142 non-null  float64
 13  volleys              181265 non-null  float64
 14  dribbling            183142 non-null  float64
 15  curve                181265 non-null  float64
 16  free_kick_accuracy   183142 non-null  float64
 17  long_passing         183142 non-null  float64
 18  ball_control         183142 non-null  float64
 19  acceleration         183142 non-null  float64
 20  sprint_speed         183142 non-null  float64
 21  agility              181265 non-null  float64
 22  reactions            183142 non-null  float64
 23  balance              181265 non-null  float64
 24  shot_power           183142 non-null  float64
 25  jumping              181265 non-null  float64
 26  stamina              183142 non-null  float64
 27  strength             183142 non-null  float64
 28  long_shots           183142 non-null  float64
 29  aggression           183142 non-null  float64
 30  interceptions        183142 non-null  float64
 31  positioning          183142 non-null  float64
 32  vision               181265 non-null  float64
 33  penalties            183142 non-null  float64
 34  marking              183142 non-null  float64
 35  standing_tackle      183142 non-null  float64
 36  sliding_tackle       181265 non-null  float64
 37  gk_diving            183142 non-null  float64
 38  gk_handling          183142 non-null  float64
 39  gk_kicking           183142 non-null  float64
 40  gk_positioning       183142 non-null  float64
 41  gk_reflexes          183142 non-null  float64
dtypes: float64(35), int64(3), object(4)
memory usage: 59.0+ MB


# Преобразуем столбец с датой в формат без времени
player_attributes['date'] = pd.to_datetime(player_attributes['date'])


player_attributes['date'].info()

<class 'pandas.core.series.Series'>
RangeIndex: 183978 entries, 0 to 183977
Series name: date
Non-Null Count   Dtype         
--------------   -----         
183978 non-null  datetime64[ns]
dtypes: datetime64[ns](1)
memory usage: 1.4 MB


matches = pd.read_sql("""SELECT *
                        FROM Match;""", conn)
matches


matches.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 115 columns):
 #    Column            Non-Null Count  Dtype  
---   ------            --------------  -----  
 0    id                25979 non-null  int64  
 1    country_id        25979 non-null  int64  
 2    league_id         25979 non-null  int64  
 3    season            25979 non-null  object 
 4    stage             25979 non-null  int64  
 5    date              25979 non-null  object 
 6    match_api_id      25979 non-null  int64  
 7    home_team_api_id  25979 non-null  int64  
 8    away_team_api_id  25979 non-null  int64  
 9    home_team_goal    25979 non-null  int64  
 10   away_team_goal    25979 non-null  int64  
 11   home_player_X1    24158 non-null  float64
 12   home_player_X2    24158 non-null  float64
 13   home_player_X3    24147 non-null  float64
 14   home_player_X4    24147 non-null  float64
 15   home_player_X5    24147 non-null  float64
 16   home_player_X6    24147 non-null  float64
 17   home_player_X7    24147 non-null  float64
 18   home_player_X8    24147 non-null  float64
 19   home_player_X9    24147 non-null  float64
 20   home_player_X10   24147 non-null  float64
 21   home_player_X11   24147 non-null  float64
 22   away_player_X1    24147 non-null  float64
 23   away_player_X2    24147 non-null  float64
 24   away_player_X3    24147 non-null  float64
 25   away_player_X4    24147 non-null  float64
 26   away_player_X5    24147 non-null  float64
 27   away_player_X6    24147 non-null  float64
 28   away_player_X7    24147 non-null  float64
 29   away_player_X8    24147 non-null  float64
 30   away_player_X9    24146 non-null  float64
 31   away_player_X10   24146 non-null  float64
 32   away_player_X11   24140 non-null  float64
 33   home_player_Y1    24158 non-null  float64
 34   home_player_Y2    24158 non-null  float64
 35   home_player_Y3    24147 non-null  float64
 36   home_player_Y4    24147 non-null  float64
 37   home_player_Y5    24147 non-null  float64
 38   home_player_Y6    24147 non-null  float64
 39   home_player_Y7    24147 non-null  float64
 40   home_player_Y8    24147 non-null  float64
 41   home_player_Y9    24147 non-null  float64
 42   home_player_Y10   24147 non-null  float64
 43   home_player_Y11   24147 non-null  float64
 44   away_player_Y1    24147 non-null  float64
 45   away_player_Y2    24147 non-null  float64
 46   away_player_Y3    24147 non-null  float64
 47   away_player_Y4    24147 non-null  float64
 48   away_player_Y5    24147 non-null  float64
 49   away_player_Y6    24147 non-null  float64
 50   away_player_Y7    24147 non-null  float64
 51   away_player_Y8    24147 non-null  float64
 52   away_player_Y9    24146 non-null  float64
 53   away_player_Y10   24146 non-null  float64
 54   away_player_Y11   24140 non-null  float64
 55   home_player_1     24755 non-null  float64
 56   home_player_2     24664 non-null  float64
 57   home_player_3     24698 non-null  float64
 58   home_player_4     24656 non-null  float64
 59   home_player_5     24663 non-null  float64
 60   home_player_6     24654 non-null  float64
 61   home_player_7     24752 non-null  float64
 62   home_player_8     24670 non-null  float64
 63   home_player_9     24706 non-null  float64
 64   home_player_10    24543 non-null  float64
 65   home_player_11    24424 non-null  float64
 66   away_player_1     24745 non-null  float64
 67   away_player_2     24701 non-null  float64
 68   away_player_3     24686 non-null  float64
 69   away_player_4     24658 non-null  float64
 70   away_player_5     24644 non-null  float64
 71   away_player_6     24666 non-null  float64
 72   away_player_7     24744 non-null  float64
 73   away_player_8     24638 non-null  float64
 74   away_player_9     24651 non-null  float64
 75   away_player_10    24538 non-null  float64
 76   away_player_11    24425 non-null  float64
 77   goal              14217 non-null  object 
 78   shoton            14217 non-null  object 
 79   shotoff           14217 non-null  object 
 80   foulcommit        14217 non-null  object 
 81   card              14217 non-null  object 
 82   cross             14217 non-null  object 
 83   corner            14217 non-null  object 
 84   possession        14217 non-null  object 
 85   B365H             22592 non-null  float64
 86   B365D             22592 non-null  float64
 87   B365A             22592 non-null  float64
 88   BWH               22575 non-null  float64
 89   BWD               22575 non-null  float64
 90   BWA               22575 non-null  float64
 91   IWH               22520 non-null  float64
 92   IWD               22520 non-null  float64
 93   IWA               22520 non-null  float64
 94   LBH               22556 non-null  float64
 95   LBD               22556 non-null  float64
 96   LBA               22556 non-null  float64
 97   PSH               11168 non-null  float64
 98   PSD               11168 non-null  float64
 99   PSA               11168 non-null  float64
 100  WHH               22571 non-null  float64
 101  WHD               22571 non-null  float64
 102  WHA               22571 non-null  float64
 103  SJH               17097 non-null  float64
 104  SJD               17097 non-null  float64
 105  SJA               17097 non-null  float64
 106  VCH               22568 non-null  float64
 107  VCD               22568 non-null  float64
 108  VCA               22568 non-null  float64
 109  GBH               14162 non-null  float64
 110  GBD               14162 non-null  float64
 111  GBA               14162 non-null  float64
 112  BSH               14161 non-null  float64
 113  BSD               14161 non-null  float64
 114  BSA               14161 non-null  float64
dtypes: float64(96), int64(9), object(10)
memory usage: 22.8+ MB


# Преобразуем столбец с датой в формат без времени
matches['date'] = pd.to_datetime(matches['date'])


matches['date'].info()

<class 'pandas.core.series.Series'>
RangeIndex: 25979 entries, 0 to 25978
Series name: date
Non-Null Count  Dtype         
--------------  -----         
25979 non-null  datetime64[ns]
dtypes: datetime64[ns](1)
memory usage: 203.1 KB


x = np.arange(11,55)
x = list(x)

matches = matches.drop(matches.columns[x], axis=1)

matches.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 71 columns):
 #   Column            Non-Null Count  Dtype         
---  ------            --------------  -----         
 0   id                25979 non-null  int64         
 1   country_id        25979 non-null  int64         
 2   league_id         25979 non-null  int64         
 3   season            25979 non-null  object        
 4   stage             25979 non-null  int64         
 5   date              25979 non-null  datetime64[ns]
 6   match_api_id      25979 non-null  int64         
 7   home_team_api_id  25979 non-null  int64         
 8   away_team_api_id  25979 non-null  int64         
 9   home_team_goal    25979 non-null  int64         
 10  away_team_goal    25979 non-null  int64         
 11  home_player_1     24755 non-null  float64       
 12  home_player_2     24664 non-null  float64       
 13  home_player_3     24698 non-null  float64       
 14  home_player_4     24656 non-null  float64       
 15  home_player_5     24663 non-null  float64       
 16  home_player_6     24654 non-null  float64       
 17  home_player_7     24752 non-null  float64       
 18  home_player_8     24670 non-null  float64       
 19  home_player_9     24706 non-null  float64       
 20  home_player_10    24543 non-null  float64       
 21  home_player_11    24424 non-null  float64       
 22  away_player_1     24745 non-null  float64       
 23  away_player_2     24701 non-null  float64       
 24  away_player_3     24686 non-null  float64       
 25  away_player_4     24658 non-null  float64       
 26  away_player_5     24644 non-null  float64       
 27  away_player_6     24666 non-null  float64       
 28  away_player_7     24744 non-null  float64       
 29  away_player_8     24638 non-null  float64       
 30  away_player_9     24651 non-null  float64       
 31  away_player_10    24538 non-null  float64       
 32  away_player_11    24425 non-null  float64       
 33  goal              14217 non-null  object        
 34  shoton            14217 non-null  object        
 35  shotoff           14217 non-null  object        
 36  foulcommit        14217 non-null  object        
 37  card              14217 non-null  object        
 38  cross             14217 non-null  object        
 39  corner            14217 non-null  object        
 40  possession        14217 non-null  object        
 41  B365H             22592 non-null  float64       
 42  B365D             22592 non-null  float64       
 43  B365A             22592 non-null  float64       
 44  BWH               22575 non-null  float64       
 45  BWD               22575 non-null  float64       
 46  BWA               22575 non-null  float64       
 47  IWH               22520 non-null  float64       
 48  IWD               22520 non-null  float64       
 49  IWA               22520 non-null  float64       
 50  LBH               22556 non-null  float64       
 51  LBD               22556 non-null  float64       
 52  LBA               22556 non-null  float64       
 53  PSH               11168 non-null  float64       
 54  PSD               11168 non-null  float64       
 55  PSA               11168 non-null  float64       
 56  WHH               22571 non-null  float64       
 57  WHD               22571 non-null  float64       
 58  WHA               22571 non-null  float64       
 59  SJH               17097 non-null  float64       
 60  SJD               17097 non-null  float64       
 61  SJA               17097 non-null  float64       
 62  VCH               22568 non-null  float64       
 63  VCD               22568 non-null  float64       
 64  VCA               22568 non-null  float64       
 65  GBH               14162 non-null  float64       
 66  GBD               14162 non-null  float64       
 67  GBA               14162 non-null  float64       
 68  BSH               14161 non-null  float64       
 69  BSD               14161 non-null  float64       
 70  BSA               14161 non-null  float64       
dtypes: datetime64[ns](1), float64(52), int64(9), object(9)
memory usage: 14.1+ MB


leagues_countries = pd.merge(leagues, countries, on='id')
leagues_countries.columns = ['id', 'country_id', 'league_name', 'country_name']

# уберем столбец "country_id", т.к. он полностью совпадает со столбцом "id"
leagues_countries = leagues_countries.drop(['country_id'], axis=1)
leagues_countries


matches.head(5)


matches.shape

(25979, 71)


matches['country_id'].equals(matches['league_id'])

True


detailed_matches = matches.merge(leagues_countries.set_index('id'), how = 'left', left_on = 'country_id', 
                             right_index = True)


detailed_matches.shape

(25979, 73)


detailed_matches.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 73 columns):
 #   Column            Non-Null Count  Dtype         
---  ------            --------------  -----         
 0   id                25979 non-null  int64         
 1   country_id        25979 non-null  int64         
 2   league_id         25979 non-null  int64         
 3   season            25979 non-null  object        
 4   stage             25979 non-null  int64         
 5   date              25979 non-null  datetime64[ns]
 6   match_api_id      25979 non-null  int64         
 7   home_team_api_id  25979 non-null  int64         
 8   away_team_api_id  25979 non-null  int64         
 9   home_team_goal    25979 non-null  int64         
 10  away_team_goal    25979 non-null  int64         
 11  home_player_1     24755 non-null  float64       
 12  home_player_2     24664 non-null  float64       
 13  home_player_3     24698 non-null  float64       
 14  home_player_4     24656 non-null  float64       
 15  home_player_5     24663 non-null  float64       
 16  home_player_6     24654 non-null  float64       
 17  home_player_7     24752 non-null  float64       
 18  home_player_8     24670 non-null  float64       
 19  home_player_9     24706 non-null  float64       
 20  home_player_10    24543 non-null  float64       
 21  home_player_11    24424 non-null  float64       
 22  away_player_1     24745 non-null  float64       
 23  away_player_2     24701 non-null  float64       
 24  away_player_3     24686 non-null  float64       
 25  away_player_4     24658 non-null  float64       
 26  away_player_5     24644 non-null  float64       
 27  away_player_6     24666 non-null  float64       
 28  away_player_7     24744 non-null  float64       
 29  away_player_8     24638 non-null  float64       
 30  away_player_9     24651 non-null  float64       
 31  away_player_10    24538 non-null  float64       
 32  away_player_11    24425 non-null  float64       
 33  goal              14217 non-null  object        
 34  shoton            14217 non-null  object        
 35  shotoff           14217 non-null  object        
 36  foulcommit        14217 non-null  object        
 37  card              14217 non-null  object        
 38  cross             14217 non-null  object        
 39  corner            14217 non-null  object        
 40  possession        14217 non-null  object        
 41  B365H             22592 non-null  float64       
 42  B365D             22592 non-null  float64       
 43  B365A             22592 non-null  float64       
 44  BWH               22575 non-null  float64       
 45  BWD               22575 non-null  float64       
 46  BWA               22575 non-null  float64       
 47  IWH               22520 non-null  float64       
 48  IWD               22520 non-null  float64       
 49  IWA               22520 non-null  float64       
 50  LBH               22556 non-null  float64       
 51  LBD               22556 non-null  float64       
 52  LBA               22556 non-null  float64       
 53  PSH               11168 non-null  float64       
 54  PSD               11168 non-null  float64       
 55  PSA               11168 non-null  float64       
 56  WHH               22571 non-null  float64       
 57  WHD               22571 non-null  float64       
 58  WHA               22571 non-null  float64       
 59  SJH               17097 non-null  float64       
 60  SJD               17097 non-null  float64       
 61  SJA               17097 non-null  float64       
 62  VCH               22568 non-null  float64       
 63  VCD               22568 non-null  float64       
 64  VCA               22568 non-null  float64       
 65  GBH               14162 non-null  float64       
 66  GBD               14162 non-null  float64       
 67  GBA               14162 non-null  float64       
 68  BSH               14161 non-null  float64       
 69  BSD               14161 non-null  float64       
 70  BSA               14161 non-null  float64       
 71  league_name       25979 non-null  object        
 72  country_name      25979 non-null  object        
dtypes: datetime64[ns](1), float64(52), int64(9), object(11)
memory usage: 14.5+ MB


# Добавим столбец с годом матча

detailed_matches['match_year'] = detailed_matches['date'].dt.year


detailed_matches.head(3)


detailed_teams = teams.merge(team_attributes, how='inner', on='team_api_id')
detailed_teams


detailed_teams.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1458 entries, 0 to 1457
Data columns (total 28 columns):
 #   Column                          Non-Null Count  Dtype         
---  ------                          --------------  -----         
 0   id_x                            1458 non-null   int64         
 1   team_api_id                     1458 non-null   int64         
 2   team_fifa_api_id_x              1458 non-null   float64       
 3   team_long_name                  1458 non-null   object        
 4   team_short_name                 1458 non-null   object        
 5   id_y                            1458 non-null   int64         
 6   team_fifa_api_id_y              1458 non-null   int64         
 7   date                            1458 non-null   datetime64[ns]
 8   buildUpPlaySpeed                1458 non-null   int64         
 9   buildUpPlaySpeedClass           1458 non-null   object        
 10  buildUpPlayDribblingClass       1458 non-null   object        
 11  buildUpPlayPassing              1458 non-null   int64         
 12  buildUpPlayPassingClass         1458 non-null   object        
 13  buildUpPlayPositioningClass     1458 non-null   object        
 14  chanceCreationPassing           1458 non-null   int64         
 15  chanceCreationPassingClass      1458 non-null   object        
 16  chanceCreationCrossing          1458 non-null   int64         
 17  chanceCreationCrossingClass     1458 non-null   object        
 18  chanceCreationShooting          1458 non-null   int64         
 19  chanceCreationShootingClass     1458 non-null   object        
 20  chanceCreationPositioningClass  1458 non-null   object        
 21  defencePressure                 1458 non-null   int64         
 22  defencePressureClass            1458 non-null   object        
 23  defenceAggression               1458 non-null   int64         
 24  defenceAggressionClass          1458 non-null   object        
 25  defenceTeamWidth                1458 non-null   int64         
 26  defenceTeamWidthClass           1458 non-null   object        
 27  defenceDefenderLineClass        1458 non-null   object        
dtypes: datetime64[ns](1), float64(1), int64(12), object(14)
memory usage: 319.1+ KB


detailed_teams.isna().sum().sum()

0


detailed_teams = detailed_teams.drop(['id_x', 'id_y', 'team_fifa_api_id_y'], axis=1)


detailed_teams.columns = detailed_teams.columns.str.replace('_x', '')
detailed_teams.columns

Index(['team_api_id', 'team_fifa_api_id', 'team_long_name', 'team_short_name',
       'date', 'buildUpPlaySpeed', 'buildUpPlaySpeedClass',
       'buildUpPlayDribblingClass', 'buildUpPlayPassing',
       'buildUpPlayPassingClass', 'buildUpPlayPositioningClass',
       'chanceCreationPassing', 'chanceCreationPassingClass',
       'chanceCreationCrossing', 'chanceCreationCrossingClass',
       'chanceCreationShooting', 'chanceCreationShootingClass',
       'chanceCreationPositioningClass', 'defencePressure',
       'defencePressureClass', 'defenceAggression', 'defenceAggressionClass',
       'defenceTeamWidth', 'defenceTeamWidthClass',
       'defenceDefenderLineClass'],
      dtype='object')


# Добавим столбец с годом

detailed_teams['year'] = detailed_teams['date'].dt.year


# Посмотрим, по сколько строчек приходится на команду

detailed_teams['team_api_id'].value_counts(ascending=False)

team_api_id
8350     6
8540     6
10249    6
9927     6
9864     6
        ..
6351     1
9999     1
8596     1
6547     1
8262     1
Name: count, Length: 288, dtype: int64


detailed_teams['team_long_name'].value_counts(ascending=False)

team_long_name
Widzew Łódź               8
1. FC Kaiserslautern      6
Palermo                   6
Montpellier Hérault SC    6
Motherwell                6
                         ..
Leixões SC                1
SV Darmstadt 98           1
Boavista FC               1
FC Vaduz                  1
FC Dordrecht              1
Name: count, Length: 285, dtype: int64


detailed_teams[detailed_teams['team_api_id']==8350]


detailed_teams['date'].value_counts(ascending=False)

date
2015-09-10    245
2011-02-22    244
2014-09-19    244
2012-02-22    242
2013-09-20    242
2010-02-22    241
Name: count, dtype: int64


detailed_players = players.merge(player_attributes, how='inner', on='player_api_id')


detailed_players = detailed_players.drop(['id_x', 'id_y', 'player_fifa_api_id_y'], axis=1)


detailed_players.columns = detailed_players.columns.str.replace('_x', '')
detailed_players.columns

Index(['player_api_id', 'player_name', 'player_fifa_api_id', 'birthday',
       'height', 'weight', 'date', 'overall_rating', 'potential',
       'preferred_foot', 'attacking_work_rate', 'defensive_work_rate',
       'crossing', 'finishing', 'heading_accuracy', 'short_passing', 'volleys',
       'dribbling', 'curve', 'free_kick_accuracy', 'long_passing',
       'ball_control', 'acceleration', 'sprint_speed', 'agility', 'reactions',
       'balance', 'shot_power', 'jumping', 'stamina', 'strength', 'long_shots',
       'aggression', 'interceptions', 'positioning', 'vision', 'penalties',
       'marking', 'standing_tackle', 'sliding_tackle', 'gk_diving',
       'gk_handling', 'gk_kicking', 'gk_positioning', 'gk_reflexes'],
      dtype='object')


detailed_players.isnull().sum().sum()

47301


correlation_matrix  = detailed_players.corr(numeric_only=True)
correlation_matrix["overall_rating"].sort_values(ascending=False)

overall_rating        1.000000
reactions             0.769246
potential             0.766757
short_passing         0.458361
ball_control          0.444257
long_passing          0.435018
vision                0.431137
shot_power            0.427996
penalties             0.393189
long_shots            0.392382
positioning           0.370019
volleys               0.361470
curve                 0.357772
crossing              0.357699
dribbling             0.354324
free_kick_accuracy    0.349592
finishing             0.329298
stamina               0.327456
aggression            0.323934
strength              0.318661
heading_accuracy      0.314099
jumping               0.259023
sprint_speed          0.254841
interceptions         0.250370
acceleration          0.245655
agility               0.239896
standing_tackle       0.165349
balance               0.160364
marking               0.133377
sliding_tackle        0.128889
weight                0.064396
gk_diving             0.027976
gk_kicking            0.025682
gk_positioning        0.005709
gk_reflexes           0.005687
gk_handling           0.004410
height               -0.003475
player_fifa_api_id   -0.274171
player_api_id        -0.322389
Name: overall_rating, dtype: float64


attr_corr = pd.DataFrame(correlation_matrix["overall_rating"].sort_values(ascending=False))


bad_player_attr = list(attr_corr[attr_corr['overall_rating'] < 0.3].index)


bad_player_attr

['jumping',
 'sprint_speed',
 'interceptions',
 'acceleration',
 'agility',
 'standing_tackle',
 'balance',
 'marking',
 'sliding_tackle',
 'weight',
 'gk_diving',
 'gk_kicking',
 'gk_positioning',
 'gk_reflexes',
 'gk_handling',
 'height',
 'player_fifa_api_id',
 'player_api_id']


player_attr_name_cols = detailed_players.drop(bad_player_attr, axis=1).select_dtypes('float')
player_attr_name_cols = player_attr_name_cols.drop(['overall_rating'], axis=1).select_dtypes('float').columns


player_attr_name_cols

Index(['potential', 'crossing', 'finishing', 'heading_accuracy',
       'short_passing', 'volleys', 'dribbling', 'curve', 'free_kick_accuracy',
       'long_passing', 'ball_control', 'reactions', 'shot_power', 'stamina',
       'strength', 'long_shots', 'aggression', 'positioning', 'vision',
       'penalties'],
      dtype='object')


detailed_players['player_attr_sum'] = detailed_players[player_attr_name_cols].sum(axis=1, numeric_only=True)
detailed_players['player_attr_mean'] = detailed_players[player_attr_name_cols].mean(axis=1, numeric_only=True)


detailed_players.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 183978 entries, 0 to 183977
Data columns (total 47 columns):
 #   Column               Non-Null Count   Dtype         
---  ------               --------------   -----         
 0   player_api_id        183978 non-null  int64         
 1   player_name          183978 non-null  object        
 2   player_fifa_api_id   183978 non-null  int64         
 3   birthday             183978 non-null  object        
 4   height               183978 non-null  float64       
 5   weight               183978 non-null  int64         
 6   date                 183978 non-null  datetime64[ns]
 7   overall_rating       183142 non-null  float64       
 8   potential            183142 non-null  float64       
 9   preferred_foot       183142 non-null  object        
 10  attacking_work_rate  180748 non-null  object        
 11  defensive_work_rate  183142 non-null  object        
 12  crossing             183142 non-null  float64       
 13  finishing            183142 non-null  float64       
 14  heading_accuracy     183142 non-null  float64       
 15  short_passing        183142 non-null  float64       
 16  volleys              181265 non-null  float64       
 17  dribbling            183142 non-null  float64       
 18  curve                181265 non-null  float64       
 19  free_kick_accuracy   183142 non-null  float64       
 20  long_passing         183142 non-null  float64       
 21  ball_control         183142 non-null  float64       
 22  acceleration         183142 non-null  float64       
 23  sprint_speed         183142 non-null  float64       
 24  agility              181265 non-null  float64       
 25  reactions            183142 non-null  float64       
 26  balance              181265 non-null  float64       
 27  shot_power           183142 non-null  float64       
 28  jumping              181265 non-null  float64       
 29  stamina              183142 non-null  float64       
 30  strength             183142 non-null  float64       
 31  long_shots           183142 non-null  float64       
 32  aggression           183142 non-null  float64       
 33  interceptions        183142 non-null  float64       
 34  positioning          183142 non-null  float64       
 35  vision               181265 non-null  float64       
 36  penalties            183142 non-null  float64       
 37  marking              183142 non-null  float64       
 38  standing_tackle      183142 non-null  float64       
 39  sliding_tackle       181265 non-null  float64       
 40  gk_diving            183142 non-null  float64       
 41  gk_handling          183142 non-null  float64       
 42  gk_kicking           183142 non-null  float64       
 43  gk_positioning       183142 non-null  float64       
 44  gk_reflexes          183142 non-null  float64       
 45  player_attr_sum      183978 non-null  float64       
 46  player_attr_mean     183142 non-null  float64       
dtypes: datetime64[ns](1), float64(38), int64(3), object(5)
memory usage: 66.0+ MB


detailed_players_cut = detailed_players.loc[:, ['player_api_id', 
                                                'player_name',
                                                'player_fifa_api_id',
                                                'date',
                                                'overall_rating',
                                                'reactions',
                                                'potential', 
                                                'player_attr_sum', 
                                                'player_attr_mean']]

# Сразу создадим столбец year

detailed_players_cut['year'] = detailed_players_cut['date'].dt.year


detailed_matches['home_date'] = detailed_matches['date']
detailed_matches['away_date'] = detailed_matches['date']


detailed_teams['check_date'] = detailed_teams['date']


# Сначала подтянем данные по командам, игравшим дома

data = pd.merge_asof(detailed_matches.sort_values(by=['home_date']), 
                     detailed_teams.add_prefix('home_').sort_values(by=['home_date']), 
                     on = 'home_date', by = 'home_team_api_id', direction = 'nearest')


# Теперь данные по командам, игравшим в гостях

data = pd.merge_asof(data.sort_values(by=['away_date']), 
                     detailed_teams.add_prefix('away_').sort_values(by=['away_date']), 
                     on = 'away_date', by = 'away_team_api_id', direction = 'nearest')


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 126 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   home_player_1                        24755 non-null  float64       
 12   home_player_2                        24664 non-null  float64       
 13   home_player_3                        24698 non-null  float64       
 14   home_player_4                        24656 non-null  float64       
 15   home_player_5                        24663 non-null  float64       
 16   home_player_6                        24654 non-null  float64       
 17   home_player_7                        24752 non-null  float64       
 18   home_player_8                        24670 non-null  float64       
 19   home_player_9                        24706 non-null  float64       
 20   home_player_10                       24543 non-null  float64       
 21   home_player_11                       24424 non-null  float64       
 22   away_player_1                        24745 non-null  float64       
 23   away_player_2                        24701 non-null  float64       
 24   away_player_3                        24686 non-null  float64       
 25   away_player_4                        24658 non-null  float64       
 26   away_player_5                        24644 non-null  float64       
 27   away_player_6                        24666 non-null  float64       
 28   away_player_7                        24744 non-null  float64       
 29   away_player_8                        24638 non-null  float64       
 30   away_player_9                        24651 non-null  float64       
 31   away_player_10                       24538 non-null  float64       
 32   away_player_11                       24425 non-null  float64       
 33   goal                                 14217 non-null  object        
 34   shoton                               14217 non-null  object        
 35   shotoff                              14217 non-null  object        
 36   foulcommit                           14217 non-null  object        
 37   card                                 14217 non-null  object        
 38   cross                                14217 non-null  object        
 39   corner                               14217 non-null  object        
 40   possession                           14217 non-null  object        
 41   B365H                                22592 non-null  float64       
 42   B365D                                22592 non-null  float64       
 43   B365A                                22592 non-null  float64       
 44   BWH                                  22575 non-null  float64       
 45   BWD                                  22575 non-null  float64       
 46   BWA                                  22575 non-null  float64       
 47   IWH                                  22520 non-null  float64       
 48   IWD                                  22520 non-null  float64       
 49   IWA                                  22520 non-null  float64       
 50   LBH                                  22556 non-null  float64       
 51   LBD                                  22556 non-null  float64       
 52   LBA                                  22556 non-null  float64       
 53   PSH                                  11168 non-null  float64       
 54   PSD                                  11168 non-null  float64       
 55   PSA                                  11168 non-null  float64       
 56   WHH                                  22571 non-null  float64       
 57   WHD                                  22571 non-null  float64       
 58   WHA                                  22571 non-null  float64       
 59   SJH                                  17097 non-null  float64       
 60   SJD                                  17097 non-null  float64       
 61   SJA                                  17097 non-null  float64       
 62   VCH                                  22568 non-null  float64       
 63   VCD                                  22568 non-null  float64       
 64   VCA                                  22568 non-null  float64       
 65   GBH                                  14162 non-null  float64       
 66   GBD                                  14162 non-null  float64       
 67   GBA                                  14162 non-null  float64       
 68   BSH                                  14161 non-null  float64       
 69   BSD                                  14161 non-null  float64       
 70   BSA                                  14161 non-null  float64       
 71   league_name                          25979 non-null  object        
 72   country_name                         25979 non-null  object        
 73   match_year                           25979 non-null  int32         
 74   home_date                            25979 non-null  datetime64[ns]
 75   away_date                            25979 non-null  datetime64[ns]
 76   home_team_fifa_api_id                25801 non-null  float64       
 77   home_team_long_name                  25801 non-null  object        
 78   home_team_short_name                 25801 non-null  object        
 79   home_buildUpPlaySpeed                25801 non-null  float64       
 80   home_buildUpPlaySpeedClass           25801 non-null  object        
 81   home_buildUpPlayDribblingClass       25801 non-null  object        
 82   home_buildUpPlayPassing              25801 non-null  float64       
 83   home_buildUpPlayPassingClass         25801 non-null  object        
 84   home_buildUpPlayPositioningClass     25801 non-null  object        
 85   home_chanceCreationPassing           25801 non-null  float64       
 86   home_chanceCreationPassingClass      25801 non-null  object        
 87   home_chanceCreationCrossing          25801 non-null  float64       
 88   home_chanceCreationCrossingClass     25801 non-null  object        
 89   home_chanceCreationShooting          25801 non-null  float64       
 90   home_chanceCreationShootingClass     25801 non-null  object        
 91   home_chanceCreationPositioningClass  25801 non-null  object        
 92   home_defencePressure                 25801 non-null  float64       
 93   home_defencePressureClass            25801 non-null  object        
 94   home_defenceAggression               25801 non-null  float64       
 95   home_defenceAggressionClass          25801 non-null  object        
 96   home_defenceTeamWidth                25801 non-null  float64       
 97   home_defenceTeamWidthClass           25801 non-null  object        
 98   home_defenceDefenderLineClass        25801 non-null  object        
 99   home_year                            25801 non-null  float64       
 100  home_check_date                      25801 non-null  datetime64[ns]
 101  away_team_fifa_api_id                25801 non-null  float64       
 102  away_team_long_name                  25801 non-null  object        
 103  away_team_short_name                 25801 non-null  object        
 104  away_buildUpPlaySpeed                25801 non-null  float64       
 105  away_buildUpPlaySpeedClass           25801 non-null  object        
 106  away_buildUpPlayDribblingClass       25801 non-null  object        
 107  away_buildUpPlayPassing              25801 non-null  float64       
 108  away_buildUpPlayPassingClass         25801 non-null  object        
 109  away_buildUpPlayPositioningClass     25801 non-null  object        
 110  away_chanceCreationPassing           25801 non-null  float64       
 111  away_chanceCreationPassingClass      25801 non-null  object        
 112  away_chanceCreationCrossing          25801 non-null  float64       
 113  away_chanceCreationCrossingClass     25801 non-null  object        
 114  away_chanceCreationShooting          25801 non-null  float64       
 115  away_chanceCreationShootingClass     25801 non-null  object        
 116  away_chanceCreationPositioningClass  25801 non-null  object        
 117  away_defencePressure                 25801 non-null  float64       
 118  away_defencePressureClass            25801 non-null  object        
 119  away_defenceAggression               25801 non-null  float64       
 120  away_defenceAggressionClass          25801 non-null  object        
 121  away_defenceTeamWidth                25801 non-null  float64       
 122  away_defenceTeamWidthClass           25801 non-null  object        
 123  away_defenceDefenderLineClass        25801 non-null  object        
 124  away_year                            25801 non-null  float64       
 125  away_check_date                      25801 non-null  datetime64[ns]
dtypes: datetime64[ns](5), float64(72), int32(1), int64(9), object(39)
memory usage: 24.9+ MB


data.head(3)


data_check = data.loc[:, ['date', 'home_date', 'away_date', 'home_check_date', 'away_check_date']]


data_check['home_date_diff'] = data_check['home_date'] - data_check['home_check_date']
data_check['away_date_diff'] = data_check['away_date'] - data_check['away_check_date']


data_check


data_check['home_date_diff'].mean(), data_check['away_date_diff'].mean()

(Timedelta('-54 days +11:04:02.920817023'),
 Timedelta('-54 days +10:49:08.815937367'))


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 126 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   home_player_1                        24755 non-null  float64       
 12   home_player_2                        24664 non-null  float64       
 13   home_player_3                        24698 non-null  float64       
 14   home_player_4                        24656 non-null  float64       
 15   home_player_5                        24663 non-null  float64       
 16   home_player_6                        24654 non-null  float64       
 17   home_player_7                        24752 non-null  float64       
 18   home_player_8                        24670 non-null  float64       
 19   home_player_9                        24706 non-null  float64       
 20   home_player_10                       24543 non-null  float64       
 21   home_player_11                       24424 non-null  float64       
 22   away_player_1                        24745 non-null  float64       
 23   away_player_2                        24701 non-null  float64       
 24   away_player_3                        24686 non-null  float64       
 25   away_player_4                        24658 non-null  float64       
 26   away_player_5                        24644 non-null  float64       
 27   away_player_6                        24666 non-null  float64       
 28   away_player_7                        24744 non-null  float64       
 29   away_player_8                        24638 non-null  float64       
 30   away_player_9                        24651 non-null  float64       
 31   away_player_10                       24538 non-null  float64       
 32   away_player_11                       24425 non-null  float64       
 33   goal                                 14217 non-null  object        
 34   shoton                               14217 non-null  object        
 35   shotoff                              14217 non-null  object        
 36   foulcommit                           14217 non-null  object        
 37   card                                 14217 non-null  object        
 38   cross                                14217 non-null  object        
 39   corner                               14217 non-null  object        
 40   possession                           14217 non-null  object        
 41   B365H                                22592 non-null  float64       
 42   B365D                                22592 non-null  float64       
 43   B365A                                22592 non-null  float64       
 44   BWH                                  22575 non-null  float64       
 45   BWD                                  22575 non-null  float64       
 46   BWA                                  22575 non-null  float64       
 47   IWH                                  22520 non-null  float64       
 48   IWD                                  22520 non-null  float64       
 49   IWA                                  22520 non-null  float64       
 50   LBH                                  22556 non-null  float64       
 51   LBD                                  22556 non-null  float64       
 52   LBA                                  22556 non-null  float64       
 53   PSH                                  11168 non-null  float64       
 54   PSD                                  11168 non-null  float64       
 55   PSA                                  11168 non-null  float64       
 56   WHH                                  22571 non-null  float64       
 57   WHD                                  22571 non-null  float64       
 58   WHA                                  22571 non-null  float64       
 59   SJH                                  17097 non-null  float64       
 60   SJD                                  17097 non-null  float64       
 61   SJA                                  17097 non-null  float64       
 62   VCH                                  22568 non-null  float64       
 63   VCD                                  22568 non-null  float64       
 64   VCA                                  22568 non-null  float64       
 65   GBH                                  14162 non-null  float64       
 66   GBD                                  14162 non-null  float64       
 67   GBA                                  14162 non-null  float64       
 68   BSH                                  14161 non-null  float64       
 69   BSD                                  14161 non-null  float64       
 70   BSA                                  14161 non-null  float64       
 71   league_name                          25979 non-null  object        
 72   country_name                         25979 non-null  object        
 73   match_year                           25979 non-null  int32         
 74   home_date                            25979 non-null  datetime64[ns]
 75   away_date                            25979 non-null  datetime64[ns]
 76   home_team_fifa_api_id                25801 non-null  float64       
 77   home_team_long_name                  25801 non-null  object        
 78   home_team_short_name                 25801 non-null  object        
 79   home_buildUpPlaySpeed                25801 non-null  float64       
 80   home_buildUpPlaySpeedClass           25801 non-null  object        
 81   home_buildUpPlayDribblingClass       25801 non-null  object        
 82   home_buildUpPlayPassing              25801 non-null  float64       
 83   home_buildUpPlayPassingClass         25801 non-null  object        
 84   home_buildUpPlayPositioningClass     25801 non-null  object        
 85   home_chanceCreationPassing           25801 non-null  float64       
 86   home_chanceCreationPassingClass      25801 non-null  object        
 87   home_chanceCreationCrossing          25801 non-null  float64       
 88   home_chanceCreationCrossingClass     25801 non-null  object        
 89   home_chanceCreationShooting          25801 non-null  float64       
 90   home_chanceCreationShootingClass     25801 non-null  object        
 91   home_chanceCreationPositioningClass  25801 non-null  object        
 92   home_defencePressure                 25801 non-null  float64       
 93   home_defencePressureClass            25801 non-null  object        
 94   home_defenceAggression               25801 non-null  float64       
 95   home_defenceAggressionClass          25801 non-null  object        
 96   home_defenceTeamWidth                25801 non-null  float64       
 97   home_defenceTeamWidthClass           25801 non-null  object        
 98   home_defenceDefenderLineClass        25801 non-null  object        
 99   home_year                            25801 non-null  float64       
 100  home_check_date                      25801 non-null  datetime64[ns]
 101  away_team_fifa_api_id                25801 non-null  float64       
 102  away_team_long_name                  25801 non-null  object        
 103  away_team_short_name                 25801 non-null  object        
 104  away_buildUpPlaySpeed                25801 non-null  float64       
 105  away_buildUpPlaySpeedClass           25801 non-null  object        
 106  away_buildUpPlayDribblingClass       25801 non-null  object        
 107  away_buildUpPlayPassing              25801 non-null  float64       
 108  away_buildUpPlayPassingClass         25801 non-null  object        
 109  away_buildUpPlayPositioningClass     25801 non-null  object        
 110  away_chanceCreationPassing           25801 non-null  float64       
 111  away_chanceCreationPassingClass      25801 non-null  object        
 112  away_chanceCreationCrossing          25801 non-null  float64       
 113  away_chanceCreationCrossingClass     25801 non-null  object        
 114  away_chanceCreationShooting          25801 non-null  float64       
 115  away_chanceCreationShootingClass     25801 non-null  object        
 116  away_chanceCreationPositioningClass  25801 non-null  object        
 117  away_defencePressure                 25801 non-null  float64       
 118  away_defencePressureClass            25801 non-null  object        
 119  away_defenceAggression               25801 non-null  float64       
 120  away_defenceAggressionClass          25801 non-null  object        
 121  away_defenceTeamWidth                25801 non-null  float64       
 122  away_defenceTeamWidthClass           25801 non-null  object        
 123  away_defenceDefenderLineClass        25801 non-null  object        
 124  away_year                            25801 non-null  float64       
 125  away_check_date                      25801 non-null  datetime64[ns]
dtypes: datetime64[ns](5), float64(72), int32(1), int64(9), object(39)
memory usage: 24.9+ MB


data = data.drop(['home_team_fifa_api_id', 
                  'home_team_short_name', 
                  'home_date', 
                  'home_year',
                  'away_team_fifa_api_id', 
                  'away_team_short_name', 
                  'away_date', 
                  'away_year', 
                  'home_check_date', 
                  'away_check_date'], 
                 axis=1)


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 116 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   home_player_1                        24755 non-null  float64       
 12   home_player_2                        24664 non-null  float64       
 13   home_player_3                        24698 non-null  float64       
 14   home_player_4                        24656 non-null  float64       
 15   home_player_5                        24663 non-null  float64       
 16   home_player_6                        24654 non-null  float64       
 17   home_player_7                        24752 non-null  float64       
 18   home_player_8                        24670 non-null  float64       
 19   home_player_9                        24706 non-null  float64       
 20   home_player_10                       24543 non-null  float64       
 21   home_player_11                       24424 non-null  float64       
 22   away_player_1                        24745 non-null  float64       
 23   away_player_2                        24701 non-null  float64       
 24   away_player_3                        24686 non-null  float64       
 25   away_player_4                        24658 non-null  float64       
 26   away_player_5                        24644 non-null  float64       
 27   away_player_6                        24666 non-null  float64       
 28   away_player_7                        24744 non-null  float64       
 29   away_player_8                        24638 non-null  float64       
 30   away_player_9                        24651 non-null  float64       
 31   away_player_10                       24538 non-null  float64       
 32   away_player_11                       24425 non-null  float64       
 33   goal                                 14217 non-null  object        
 34   shoton                               14217 non-null  object        
 35   shotoff                              14217 non-null  object        
 36   foulcommit                           14217 non-null  object        
 37   card                                 14217 non-null  object        
 38   cross                                14217 non-null  object        
 39   corner                               14217 non-null  object        
 40   possession                           14217 non-null  object        
 41   B365H                                22592 non-null  float64       
 42   B365D                                22592 non-null  float64       
 43   B365A                                22592 non-null  float64       
 44   BWH                                  22575 non-null  float64       
 45   BWD                                  22575 non-null  float64       
 46   BWA                                  22575 non-null  float64       
 47   IWH                                  22520 non-null  float64       
 48   IWD                                  22520 non-null  float64       
 49   IWA                                  22520 non-null  float64       
 50   LBH                                  22556 non-null  float64       
 51   LBD                                  22556 non-null  float64       
 52   LBA                                  22556 non-null  float64       
 53   PSH                                  11168 non-null  float64       
 54   PSD                                  11168 non-null  float64       
 55   PSA                                  11168 non-null  float64       
 56   WHH                                  22571 non-null  float64       
 57   WHD                                  22571 non-null  float64       
 58   WHA                                  22571 non-null  float64       
 59   SJH                                  17097 non-null  float64       
 60   SJD                                  17097 non-null  float64       
 61   SJA                                  17097 non-null  float64       
 62   VCH                                  22568 non-null  float64       
 63   VCD                                  22568 non-null  float64       
 64   VCA                                  22568 non-null  float64       
 65   GBH                                  14162 non-null  float64       
 66   GBD                                  14162 non-null  float64       
 67   GBA                                  14162 non-null  float64       
 68   BSH                                  14161 non-null  float64       
 69   BSD                                  14161 non-null  float64       
 70   BSA                                  14161 non-null  float64       
 71   league_name                          25979 non-null  object        
 72   country_name                         25979 non-null  object        
 73   match_year                           25979 non-null  int32         
 74   home_team_long_name                  25801 non-null  object        
 75   home_buildUpPlaySpeed                25801 non-null  float64       
 76   home_buildUpPlaySpeedClass           25801 non-null  object        
 77   home_buildUpPlayDribblingClass       25801 non-null  object        
 78   home_buildUpPlayPassing              25801 non-null  float64       
 79   home_buildUpPlayPassingClass         25801 non-null  object        
 80   home_buildUpPlayPositioningClass     25801 non-null  object        
 81   home_chanceCreationPassing           25801 non-null  float64       
 82   home_chanceCreationPassingClass      25801 non-null  object        
 83   home_chanceCreationCrossing          25801 non-null  float64       
 84   home_chanceCreationCrossingClass     25801 non-null  object        
 85   home_chanceCreationShooting          25801 non-null  float64       
 86   home_chanceCreationShootingClass     25801 non-null  object        
 87   home_chanceCreationPositioningClass  25801 non-null  object        
 88   home_defencePressure                 25801 non-null  float64       
 89   home_defencePressureClass            25801 non-null  object        
 90   home_defenceAggression               25801 non-null  float64       
 91   home_defenceAggressionClass          25801 non-null  object        
 92   home_defenceTeamWidth                25801 non-null  float64       
 93   home_defenceTeamWidthClass           25801 non-null  object        
 94   home_defenceDefenderLineClass        25801 non-null  object        
 95   away_team_long_name                  25801 non-null  object        
 96   away_buildUpPlaySpeed                25801 non-null  float64       
 97   away_buildUpPlaySpeedClass           25801 non-null  object        
 98   away_buildUpPlayDribblingClass       25801 non-null  object        
 99   away_buildUpPlayPassing              25801 non-null  float64       
 100  away_buildUpPlayPassingClass         25801 non-null  object        
 101  away_buildUpPlayPositioningClass     25801 non-null  object        
 102  away_chanceCreationPassing           25801 non-null  float64       
 103  away_chanceCreationPassingClass      25801 non-null  object        
 104  away_chanceCreationCrossing          25801 non-null  float64       
 105  away_chanceCreationCrossingClass     25801 non-null  object        
 106  away_chanceCreationShooting          25801 non-null  float64       
 107  away_chanceCreationShootingClass     25801 non-null  object        
 108  away_chanceCreationPositioningClass  25801 non-null  object        
 109  away_defencePressure                 25801 non-null  float64       
 110  away_defencePressureClass            25801 non-null  object        
 111  away_defenceAggression               25801 non-null  float64       
 112  away_defenceAggressionClass          25801 non-null  object        
 113  away_defenceTeamWidth                25801 non-null  float64       
 114  away_defenceTeamWidthClass           25801 non-null  object        
 115  away_defenceDefenderLineClass        25801 non-null  object        
dtypes: datetime64[ns](1), float64(68), int32(1), int64(9), object(37)
memory usage: 22.9+ MB


detailed_players_cut


detailed_players_cut['check_date'] = detailed_players_cut['date']


# Запишем колонки с id игроков в переменную player_cols
player_cols = list(data.filter(regex = '_player_').columns)

# Заполним значения NaN нулями
data.loc[:, player_cols] = data.loc[:, player_cols].fillna(0)


data.head(3)


for i in range(1, 12):
    data[f'home_player_{i}'] = data[f'home_player_{i}'].astype('int')
    data[f'away_player_{i}'] = data[f'away_player_{i}'].astype('int')


data.loc[:, player_cols].info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 22 columns):
 #   Column          Non-Null Count  Dtype
---  ------          --------------  -----
 0   home_player_1   25979 non-null  int64
 1   home_player_2   25979 non-null  int64
 2   home_player_3   25979 non-null  int64
 3   home_player_4   25979 non-null  int64
 4   home_player_5   25979 non-null  int64
 5   home_player_6   25979 non-null  int64
 6   home_player_7   25979 non-null  int64
 7   home_player_8   25979 non-null  int64
 8   home_player_9   25979 non-null  int64
 9   home_player_10  25979 non-null  int64
 10  home_player_11  25979 non-null  int64
 11  away_player_1   25979 non-null  int64
 12  away_player_2   25979 non-null  int64
 13  away_player_3   25979 non-null  int64
 14  away_player_4   25979 non-null  int64
 15  away_player_5   25979 non-null  int64
 16  away_player_6   25979 non-null  int64
 17  away_player_7   25979 non-null  int64
 18  away_player_8   25979 non-null  int64
 19  away_player_9   25979 non-null  int64
 20  away_player_10  25979 non-null  int64
 21  away_player_11  25979 non-null  int64
dtypes: int64(22)
memory usage: 4.4 MB


# Цикл для присоединения атрибутов игроков команды, игравшей дома

for i in range(1, 12):
    data = pd.merge_asof(data.sort_values(by=['date']),
                         detailed_players_cut.add_prefix(f'home_{i}_').sort_values(by=[f'home_{i}_date']), 
                         left_on = 'date', right_on = f'home_{i}_date',
                         left_by = f'home_player_{i}', right_by = f'home_{i}_player_api_id', 
                         direction = 'nearest')


# Цикл для присоединения атрибутов игроков команды, игравшей в гостях

for i in range(1, 12):
    data = pd.merge_asof(data.sort_values(by=['date']),
                         detailed_players_cut.add_prefix(f'away_{i}_').sort_values(by=[f'away_{i}_date']), 
                         left_on = 'date', right_on = f'away_{i}_date',
                         left_by = f'away_player_{i}', right_by = f'away_{i}_player_api_id', 
                         direction = 'nearest')


data.head(3)


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 358 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   home_player_1                        25979 non-null  int64         
 12   home_player_2                        25979 non-null  int64         
 13   home_player_3                        25979 non-null  int64         
 14   home_player_4                        25979 non-null  int64         
 15   home_player_5                        25979 non-null  int64         
 16   home_player_6                        25979 non-null  int64         
 17   home_player_7                        25979 non-null  int64         
 18   home_player_8                        25979 non-null  int64         
 19   home_player_9                        25979 non-null  int64         
 20   home_player_10                       25979 non-null  int64         
 21   home_player_11                       25979 non-null  int64         
 22   away_player_1                        25979 non-null  int64         
 23   away_player_2                        25979 non-null  int64         
 24   away_player_3                        25979 non-null  int64         
 25   away_player_4                        25979 non-null  int64         
 26   away_player_5                        25979 non-null  int64         
 27   away_player_6                        25979 non-null  int64         
 28   away_player_7                        25979 non-null  int64         
 29   away_player_8                        25979 non-null  int64         
 30   away_player_9                        25979 non-null  int64         
 31   away_player_10                       25979 non-null  int64         
 32   away_player_11                       25979 non-null  int64         
 33   goal                                 14217 non-null  object        
 34   shoton                               14217 non-null  object        
 35   shotoff                              14217 non-null  object        
 36   foulcommit                           14217 non-null  object        
 37   card                                 14217 non-null  object        
 38   cross                                14217 non-null  object        
 39   corner                               14217 non-null  object        
 40   possession                           14217 non-null  object        
 41   B365H                                22592 non-null  float64       
 42   B365D                                22592 non-null  float64       
 43   B365A                                22592 non-null  float64       
 44   BWH                                  22575 non-null  float64       
 45   BWD                                  22575 non-null  float64       
 46   BWA                                  22575 non-null  float64       
 47   IWH                                  22520 non-null  float64       
 48   IWD                                  22520 non-null  float64       
 49   IWA                                  22520 non-null  float64       
 50   LBH                                  22556 non-null  float64       
 51   LBD                                  22556 non-null  float64       
 52   LBA                                  22556 non-null  float64       
 53   PSH                                  11168 non-null  float64       
 54   PSD                                  11168 non-null  float64       
 55   PSA                                  11168 non-null  float64       
 56   WHH                                  22571 non-null  float64       
 57   WHD                                  22571 non-null  float64       
 58   WHA                                  22571 non-null  float64       
 59   SJH                                  17097 non-null  float64       
 60   SJD                                  17097 non-null  float64       
 61   SJA                                  17097 non-null  float64       
 62   VCH                                  22568 non-null  float64       
 63   VCD                                  22568 non-null  float64       
 64   VCA                                  22568 non-null  float64       
 65   GBH                                  14162 non-null  float64       
 66   GBD                                  14162 non-null  float64       
 67   GBA                                  14162 non-null  float64       
 68   BSH                                  14161 non-null  float64       
 69   BSD                                  14161 non-null  float64       
 70   BSA                                  14161 non-null  float64       
 71   league_name                          25979 non-null  object        
 72   country_name                         25979 non-null  object        
 73   match_year                           25979 non-null  int32         
 74   home_team_long_name                  25801 non-null  object        
 75   home_buildUpPlaySpeed                25801 non-null  float64       
 76   home_buildUpPlaySpeedClass           25801 non-null  object        
 77   home_buildUpPlayDribblingClass       25801 non-null  object        
 78   home_buildUpPlayPassing              25801 non-null  float64       
 79   home_buildUpPlayPassingClass         25801 non-null  object        
 80   home_buildUpPlayPositioningClass     25801 non-null  object        
 81   home_chanceCreationPassing           25801 non-null  float64       
 82   home_chanceCreationPassingClass      25801 non-null  object        
 83   home_chanceCreationCrossing          25801 non-null  float64       
 84   home_chanceCreationCrossingClass     25801 non-null  object        
 85   home_chanceCreationShooting          25801 non-null  float64       
 86   home_chanceCreationShootingClass     25801 non-null  object        
 87   home_chanceCreationPositioningClass  25801 non-null  object        
 88   home_defencePressure                 25801 non-null  float64       
 89   home_defencePressureClass            25801 non-null  object        
 90   home_defenceAggression               25801 non-null  float64       
 91   home_defenceAggressionClass          25801 non-null  object        
 92   home_defenceTeamWidth                25801 non-null  float64       
 93   home_defenceTeamWidthClass           25801 non-null  object        
 94   home_defenceDefenderLineClass        25801 non-null  object        
 95   away_team_long_name                  25801 non-null  object        
 96   away_buildUpPlaySpeed                25801 non-null  float64       
 97   away_buildUpPlaySpeedClass           25801 non-null  object        
 98   away_buildUpPlayDribblingClass       25801 non-null  object        
 99   away_buildUpPlayPassing              25801 non-null  float64       
 100  away_buildUpPlayPassingClass         25801 non-null  object        
 101  away_buildUpPlayPositioningClass     25801 non-null  object        
 102  away_chanceCreationPassing           25801 non-null  float64       
 103  away_chanceCreationPassingClass      25801 non-null  object        
 104  away_chanceCreationCrossing          25801 non-null  float64       
 105  away_chanceCreationCrossingClass     25801 non-null  object        
 106  away_chanceCreationShooting          25801 non-null  float64       
 107  away_chanceCreationShootingClass     25801 non-null  object        
 108  away_chanceCreationPositioningClass  25801 non-null  object        
 109  away_defencePressure                 25801 non-null  float64       
 110  away_defencePressureClass            25801 non-null  object        
 111  away_defenceAggression               25801 non-null  float64       
 112  away_defenceAggressionClass          25801 non-null  object        
 113  away_defenceTeamWidth                25801 non-null  float64       
 114  away_defenceTeamWidthClass           25801 non-null  object        
 115  away_defenceDefenderLineClass        25801 non-null  object        
 116  home_1_player_api_id                 24755 non-null  float64       
 117  home_1_player_name                   24755 non-null  object        
 118  home_1_player_fifa_api_id            24755 non-null  float64       
 119  home_1_date                          24755 non-null  datetime64[ns]
 120  home_1_overall_rating                24755 non-null  float64       
 121  home_1_reactions                     24755 non-null  float64       
 122  home_1_potential                     24755 non-null  float64       
 123  home_1_player_attr_sum               24755 non-null  float64       
 124  home_1_player_attr_mean              24755 non-null  float64       
 125  home_1_year                          24755 non-null  float64       
 126  home_1_check_date                    24755 non-null  datetime64[ns]
 127  home_2_player_api_id                 24664 non-null  float64       
 128  home_2_player_name                   24664 non-null  object        
 129  home_2_player_fifa_api_id            24664 non-null  float64       
 130  home_2_date                          24664 non-null  datetime64[ns]
 131  home_2_overall_rating                24663 non-null  float64       
 132  home_2_reactions                     24663 non-null  float64       
 133  home_2_potential                     24663 non-null  float64       
 134  home_2_player_attr_sum               24664 non-null  float64       
 135  home_2_player_attr_mean              24663 non-null  float64       
 136  home_2_year                          24664 non-null  float64       
 137  home_2_check_date                    24664 non-null  datetime64[ns]
 138  home_3_player_api_id                 24698 non-null  float64       
 139  home_3_player_name                   24698 non-null  object        
 140  home_3_player_fifa_api_id            24698 non-null  float64       
 141  home_3_date                          24698 non-null  datetime64[ns]
 142  home_3_overall_rating                24680 non-null  float64       
 143  home_3_reactions                     24680 non-null  float64       
 144  home_3_potential                     24680 non-null  float64       
 145  home_3_player_attr_sum               24698 non-null  float64       
 146  home_3_player_attr_mean              24680 non-null  float64       
 147  home_3_year                          24698 non-null  float64       
 148  home_3_check_date                    24698 non-null  datetime64[ns]
 149  home_4_player_api_id                 24656 non-null  float64       
 150  home_4_player_name                   24656 non-null  object        
 151  home_4_player_fifa_api_id            24656 non-null  float64       
 152  home_4_date                          24656 non-null  datetime64[ns]
 153  home_4_overall_rating                24629 non-null  float64       
 154  home_4_reactions                     24629 non-null  float64       
 155  home_4_potential                     24629 non-null  float64       
 156  home_4_player_attr_sum               24656 non-null  float64       
 157  home_4_player_attr_mean              24629 non-null  float64       
 158  home_4_year                          24656 non-null  float64       
 159  home_4_check_date                    24656 non-null  datetime64[ns]
 160  home_5_player_api_id                 24663 non-null  float64       
 161  home_5_player_name                   24663 non-null  object        
 162  home_5_player_fifa_api_id            24663 non-null  float64       
 163  home_5_date                          24663 non-null  datetime64[ns]
 164  home_5_overall_rating                24660 non-null  float64       
 165  home_5_reactions                     24660 non-null  float64       
 166  home_5_potential                     24660 non-null  float64       
 167  home_5_player_attr_sum               24663 non-null  float64       
 168  home_5_player_attr_mean              24660 non-null  float64       
 169  home_5_year                          24663 non-null  float64       
 170  home_5_check_date                    24663 non-null  datetime64[ns]
 171  home_6_player_api_id                 24654 non-null  float64       
 172  home_6_player_name                   24654 non-null  object        
 173  home_6_player_fifa_api_id            24654 non-null  float64       
 174  home_6_date                          24654 non-null  datetime64[ns]
 175  home_6_overall_rating                24652 non-null  float64       
 176  home_6_reactions                     24652 non-null  float64       
 177  home_6_potential                     24652 non-null  float64       
 178  home_6_player_attr_sum               24654 non-null  float64       
 179  home_6_player_attr_mean              24652 non-null  float64       
 180  home_6_year                          24654 non-null  float64       
 181  home_6_check_date                    24654 non-null  datetime64[ns]
 182  home_7_player_api_id                 24752 non-null  float64       
 183  home_7_player_name                   24752 non-null  object        
 184  home_7_player_fifa_api_id            24752 non-null  float64       
 185  home_7_date                          24752 non-null  datetime64[ns]
 186  home_7_overall_rating                24750 non-null  float64       
 187  home_7_reactions                     24750 non-null  float64       
 188  home_7_potential                     24750 non-null  float64       
 189  home_7_player_attr_sum               24752 non-null  float64       
 190  home_7_player_attr_mean              24750 non-null  float64       
 191  home_7_year                          24752 non-null  float64       
 192  home_7_check_date                    24752 non-null  datetime64[ns]
 193  home_8_player_api_id                 24670 non-null  float64       
 194  home_8_player_name                   24670 non-null  object        
 195  home_8_player_fifa_api_id            24670 non-null  float64       
 196  home_8_date                          24670 non-null  datetime64[ns]
 197  home_8_overall_rating                24667 non-null  float64       
 198  home_8_reactions                     24667 non-null  float64       
 199  home_8_potential                     24667 non-null  float64       
 200  home_8_player_attr_sum               24670 non-null  float64       
 201  home_8_player_attr_mean              24667 non-null  float64       
 202  home_8_year                          24670 non-null  float64       
 203  home_8_check_date                    24670 non-null  datetime64[ns]
 204  home_9_player_api_id                 24706 non-null  float64       
 205  home_9_player_name                   24706 non-null  object        
 206  home_9_player_fifa_api_id            24706 non-null  float64       
 207  home_9_date                          24706 non-null  datetime64[ns]
 208  home_9_overall_rating                24701 non-null  float64       
 209  home_9_reactions                     24701 non-null  float64       
 210  home_9_potential                     24701 non-null  float64       
 211  home_9_player_attr_sum               24706 non-null  float64       
 212  home_9_player_attr_mean              24701 non-null  float64       
 213  home_9_year                          24706 non-null  float64       
 214  home_9_check_date                    24706 non-null  datetime64[ns]
 215  home_10_player_api_id                24543 non-null  float64       
 216  home_10_player_name                  24543 non-null  object        
 217  home_10_player_fifa_api_id           24543 non-null  float64       
 218  home_10_date                         24543 non-null  datetime64[ns]
 219  home_10_overall_rating               24529 non-null  float64       
 220  home_10_reactions                    24529 non-null  float64       
 221  home_10_potential                    24529 non-null  float64       
 222  home_10_player_attr_sum              24543 non-null  float64       
 223  home_10_player_attr_mean             24529 non-null  float64       
 224  home_10_year                         24543 non-null  float64       
 225  home_10_check_date                   24543 non-null  datetime64[ns]
 226  home_11_player_api_id                24424 non-null  float64       
 227  home_11_player_name                  24424 non-null  object        
 228  home_11_player_fifa_api_id           24424 non-null  float64       
 229  home_11_date                         24424 non-null  datetime64[ns]
 230  home_11_overall_rating               24408 non-null  float64       
 231  home_11_reactions                    24408 non-null  float64       
 232  home_11_potential                    24408 non-null  float64       
 233  home_11_player_attr_sum              24424 non-null  float64       
 234  home_11_player_attr_mean             24408 non-null  float64       
 235  home_11_year                         24424 non-null  float64       
 236  home_11_check_date                   24424 non-null  datetime64[ns]
 237  away_1_player_api_id                 24745 non-null  float64       
 238  away_1_player_name                   24745 non-null  object        
 239  away_1_player_fifa_api_id            24745 non-null  float64       
 240  away_1_date                          24745 non-null  datetime64[ns]
 241  away_1_overall_rating                24745 non-null  float64       
 242  away_1_reactions                     24745 non-null  float64       
 243  away_1_potential                     24745 non-null  float64       
 244  away_1_player_attr_sum               24745 non-null  float64       
 245  away_1_player_attr_mean              24745 non-null  float64       
 246  away_1_year                          24745 non-null  float64       
 247  away_1_check_date                    24745 non-null  datetime64[ns]
 248  away_2_player_api_id                 24701 non-null  float64       
 249  away_2_player_name                   24701 non-null  object        
 250  away_2_player_fifa_api_id            24701 non-null  float64       
 251  away_2_date                          24701 non-null  datetime64[ns]
 252  away_2_overall_rating                24699 non-null  float64       
 253  away_2_reactions                     24699 non-null  float64       
 254  away_2_potential                     24699 non-null  float64       
 255  away_2_player_attr_sum               24701 non-null  float64       
 256  away_2_player_attr_mean              24699 non-null  float64       
 257  away_2_year                          24701 non-null  float64       
 258  away_2_check_date                    24701 non-null  datetime64[ns]
 259  away_3_player_api_id                 24686 non-null  float64       
 260  away_3_player_name                   24686 non-null  object        
 261  away_3_player_fifa_api_id            24686 non-null  float64       
 262  away_3_date                          24686 non-null  datetime64[ns]
 263  away_3_overall_rating                24671 non-null  float64       
 264  away_3_reactions                     24671 non-null  float64       
 265  away_3_potential                     24671 non-null  float64       
 266  away_3_player_attr_sum               24686 non-null  float64       
 267  away_3_player_attr_mean              24671 non-null  float64       
 268  away_3_year                          24686 non-null  float64       
 269  away_3_check_date                    24686 non-null  datetime64[ns]
 270  away_4_player_api_id                 24658 non-null  float64       
 271  away_4_player_name                   24658 non-null  object        
 272  away_4_player_fifa_api_id            24658 non-null  float64       
 273  away_4_date                          24658 non-null  datetime64[ns]
 274  away_4_overall_rating                24634 non-null  float64       
 275  away_4_reactions                     24634 non-null  float64       
 276  away_4_potential                     24634 non-null  float64       
 277  away_4_player_attr_sum               24658 non-null  float64       
 278  away_4_player_attr_mean              24634 non-null  float64       
 279  away_4_year                          24658 non-null  float64       
 280  away_4_check_date                    24658 non-null  datetime64[ns]
 281  away_5_player_api_id                 24644 non-null  float64       
 282  away_5_player_name                   24644 non-null  object        
 283  away_5_player_fifa_api_id            24644 non-null  float64       
 284  away_5_date                          24644 non-null  datetime64[ns]
 285  away_5_overall_rating                24642 non-null  float64       
 286  away_5_reactions                     24642 non-null  float64       
 287  away_5_potential                     24642 non-null  float64       
 288  away_5_player_attr_sum               24644 non-null  float64       
 289  away_5_player_attr_mean              24642 non-null  float64       
 290  away_5_year                          24644 non-null  float64       
 291  away_5_check_date                    24644 non-null  datetime64[ns]
 292  away_6_player_api_id                 24666 non-null  float64       
 293  away_6_player_name                   24666 non-null  object        
 294  away_6_player_fifa_api_id            24666 non-null  float64       
 295  away_6_date                          24666 non-null  datetime64[ns]
 296  away_6_overall_rating                24666 non-null  float64       
 297  away_6_reactions                     24666 non-null  float64       
 298  away_6_potential                     24666 non-null  float64       
 299  away_6_player_attr_sum               24666 non-null  float64       
 300  away_6_player_attr_mean              24666 non-null  float64       
 301  away_6_year                          24666 non-null  float64       
 302  away_6_check_date                    24666 non-null  datetime64[ns]
 303  away_7_player_api_id                 24744 non-null  float64       
 304  away_7_player_name                   24744 non-null  object        
 305  away_7_player_fifa_api_id            24744 non-null  float64       
 306  away_7_date                          24744 non-null  datetime64[ns]
 307  away_7_overall_rating                24743 non-null  float64       
 308  away_7_reactions                     24743 non-null  float64       
 309  away_7_potential                     24743 non-null  float64       
 310  away_7_player_attr_sum               24744 non-null  float64       
 311  away_7_player_attr_mean              24743 non-null  float64       
 312  away_7_year                          24744 non-null  float64       
 313  away_7_check_date                    24744 non-null  datetime64[ns]
 314  away_8_player_api_id                 24638 non-null  float64       
 315  away_8_player_name                   24638 non-null  object        
 316  away_8_player_fifa_api_id            24638 non-null  float64       
 317  away_8_date                          24638 non-null  datetime64[ns]
 318  away_8_overall_rating                24637 non-null  float64       
 319  away_8_reactions                     24637 non-null  float64       
 320  away_8_potential                     24637 non-null  float64       
 321  away_8_player_attr_sum               24638 non-null  float64       
 322  away_8_player_attr_mean              24637 non-null  float64       
 323  away_8_year                          24638 non-null  float64       
 324  away_8_check_date                    24638 non-null  datetime64[ns]
 325  away_9_player_api_id                 24651 non-null  float64       
 326  away_9_player_name                   24651 non-null  object        
 327  away_9_player_fifa_api_id            24651 non-null  float64       
 328  away_9_date                          24651 non-null  datetime64[ns]
 329  away_9_overall_rating                24647 non-null  float64       
 330  away_9_reactions                     24647 non-null  float64       
 331  away_9_potential                     24647 non-null  float64       
 332  away_9_player_attr_sum               24651 non-null  float64       
 333  away_9_player_attr_mean              24647 non-null  float64       
 334  away_9_year                          24651 non-null  float64       
 335  away_9_check_date                    24651 non-null  datetime64[ns]
 336  away_10_player_api_id                24538 non-null  float64       
 337  away_10_player_name                  24538 non-null  object        
 338  away_10_player_fifa_api_id           24538 non-null  float64       
 339  away_10_date                         24538 non-null  datetime64[ns]
 340  away_10_overall_rating               24524 non-null  float64       
 341  away_10_reactions                    24524 non-null  float64       
 342  away_10_potential                    24524 non-null  float64       
 343  away_10_player_attr_sum              24538 non-null  float64       
 344  away_10_player_attr_mean             24524 non-null  float64       
 345  away_10_year                         24538 non-null  float64       
 346  away_10_check_date                   24538 non-null  datetime64[ns]
 347  away_11_player_api_id                24425 non-null  float64       
 348  away_11_player_name                  24425 non-null  object        
 349  away_11_player_fifa_api_id           24425 non-null  float64       
 350  away_11_date                         24425 non-null  datetime64[ns]
 351  away_11_overall_rating               24409 non-null  float64       
 352  away_11_reactions                    24409 non-null  float64       
 353  away_11_potential                    24409 non-null  float64       
 354  away_11_player_attr_sum              24425 non-null  float64       
 355  away_11_player_attr_mean             24409 non-null  float64       
 356  away_11_year                         24425 non-null  float64       
 357  away_11_check_date                   24425 non-null  datetime64[ns]
dtypes: datetime64[ns](45), float64(222), int32(1), int64(31), object(59)
memory usage: 70.9+ MB


for i in range(1, 12):
    data = data.drop([f'home_player_{i}', 
                      f'home_{i}_year', 
                      f'home_{i}_player_api_id', 
                      f'home_{i}_player_name', 
                      f'home_{i}_player_fifa_api_id', 
                      f'home_{i}_date', 
                      f'home_{i}_check_date'],
                     axis=1
                    )
    
    data = data.drop([f'away_player_{i}', 
                      f'away_{i}_year', 
                      f'away_{i}_player_api_id', 
                      f'away_{i}_player_name', 
                      f'away_{i}_player_fifa_api_id', 
                      f'away_{i}_date', 
                      f'away_{i}_check_date'],
                     axis=1
                    )


data.head(3)


data.shape

(25979, 204)


# Сначала добавим столбцы с агрегацией параметров по командам, играющим дома

home_overall_rating_cols = list(data.filter(regex='overall_rating$').filter(regex='home').columns)
data['home_players_overall_rating'] = data[home_overall_rating_cols].mean(numeric_only=True, axis=1)

home_potential_cols = list(data.filter(regex='potential$').filter(regex='home').columns)
data['home_players_potential'] = data[home_potential_cols].mean(numeric_only=True, axis=1)

home_reactions_cols = list(data.filter(regex='reactions$').filter(regex='home').columns)
data['home_players_reactions'] = data[home_reactions_cols].mean(numeric_only=True, axis=1)

home_player_attr_sum_cols = list(data.filter(regex='player_attr_sum$').filter(regex='home').columns)
data['home_players_attr_sum'] = data[home_player_attr_sum_cols].mean(numeric_only=True, axis=1)

home_player_attr_mean_cols = list(data.filter(regex='player_attr_mean$').filter(regex='home').columns)
data['home_players_attr_mean'] = data[home_player_attr_mean_cols].mean(numeric_only=True, axis=1)

# Теперь добавим агрегирующие столбцы по командам, играющим в гостях

away_overall_rating_cols = list(data.filter(regex='overall_rating$').filter(regex='away').columns)
data['away_players_overall_rating'] = data[away_overall_rating_cols].mean(numeric_only=True, axis=1)

away_potential_cols = list(data.filter(regex='potential$').filter(regex='away').columns)
data['away_players_potential'] = data[away_potential_cols].mean(numeric_only=True, axis=1)

away_reactions_cols = list(data.filter(regex='reactions$').filter(regex='away').columns)
data['away_players_reactions'] = data[away_reactions_cols].mean(numeric_only=True, axis=1)

away_player_attr_sum_cols = list(data.filter(regex='player_attr_sum$').filter(regex='away').columns)
data['away_players_attr_sum'] = data[away_player_attr_sum_cols].mean(numeric_only=True, axis=1)

away_player_attr_mean_cols = list(data.filter(regex='player_attr_mean$').filter(regex='away').columns)
data['away_players_attr_mean'] = data[away_player_attr_mean_cols].mean(numeric_only=True, axis=1)


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 214 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   goal                                 14217 non-null  object        
 12   shoton                               14217 non-null  object        
 13   shotoff                              14217 non-null  object        
 14   foulcommit                           14217 non-null  object        
 15   card                                 14217 non-null  object        
 16   cross                                14217 non-null  object        
 17   corner                               14217 non-null  object        
 18   possession                           14217 non-null  object        
 19   B365H                                22592 non-null  float64       
 20   B365D                                22592 non-null  float64       
 21   B365A                                22592 non-null  float64       
 22   BWH                                  22575 non-null  float64       
 23   BWD                                  22575 non-null  float64       
 24   BWA                                  22575 non-null  float64       
 25   IWH                                  22520 non-null  float64       
 26   IWD                                  22520 non-null  float64       
 27   IWA                                  22520 non-null  float64       
 28   LBH                                  22556 non-null  float64       
 29   LBD                                  22556 non-null  float64       
 30   LBA                                  22556 non-null  float64       
 31   PSH                                  11168 non-null  float64       
 32   PSD                                  11168 non-null  float64       
 33   PSA                                  11168 non-null  float64       
 34   WHH                                  22571 non-null  float64       
 35   WHD                                  22571 non-null  float64       
 36   WHA                                  22571 non-null  float64       
 37   SJH                                  17097 non-null  float64       
 38   SJD                                  17097 non-null  float64       
 39   SJA                                  17097 non-null  float64       
 40   VCH                                  22568 non-null  float64       
 41   VCD                                  22568 non-null  float64       
 42   VCA                                  22568 non-null  float64       
 43   GBH                                  14162 non-null  float64       
 44   GBD                                  14162 non-null  float64       
 45   GBA                                  14162 non-null  float64       
 46   BSH                                  14161 non-null  float64       
 47   BSD                                  14161 non-null  float64       
 48   BSA                                  14161 non-null  float64       
 49   league_name                          25979 non-null  object        
 50   country_name                         25979 non-null  object        
 51   match_year                           25979 non-null  int32         
 52   home_team_long_name                  25801 non-null  object        
 53   home_buildUpPlaySpeed                25801 non-null  float64       
 54   home_buildUpPlaySpeedClass           25801 non-null  object        
 55   home_buildUpPlayDribblingClass       25801 non-null  object        
 56   home_buildUpPlayPassing              25801 non-null  float64       
 57   home_buildUpPlayPassingClass         25801 non-null  object        
 58   home_buildUpPlayPositioningClass     25801 non-null  object        
 59   home_chanceCreationPassing           25801 non-null  float64       
 60   home_chanceCreationPassingClass      25801 non-null  object        
 61   home_chanceCreationCrossing          25801 non-null  float64       
 62   home_chanceCreationCrossingClass     25801 non-null  object        
 63   home_chanceCreationShooting          25801 non-null  float64       
 64   home_chanceCreationShootingClass     25801 non-null  object        
 65   home_chanceCreationPositioningClass  25801 non-null  object        
 66   home_defencePressure                 25801 non-null  float64       
 67   home_defencePressureClass            25801 non-null  object        
 68   home_defenceAggression               25801 non-null  float64       
 69   home_defenceAggressionClass          25801 non-null  object        
 70   home_defenceTeamWidth                25801 non-null  float64       
 71   home_defenceTeamWidthClass           25801 non-null  object        
 72   home_defenceDefenderLineClass        25801 non-null  object        
 73   away_team_long_name                  25801 non-null  object        
 74   away_buildUpPlaySpeed                25801 non-null  float64       
 75   away_buildUpPlaySpeedClass           25801 non-null  object        
 76   away_buildUpPlayDribblingClass       25801 non-null  object        
 77   away_buildUpPlayPassing              25801 non-null  float64       
 78   away_buildUpPlayPassingClass         25801 non-null  object        
 79   away_buildUpPlayPositioningClass     25801 non-null  object        
 80   away_chanceCreationPassing           25801 non-null  float64       
 81   away_chanceCreationPassingClass      25801 non-null  object        
 82   away_chanceCreationCrossing          25801 non-null  float64       
 83   away_chanceCreationCrossingClass     25801 non-null  object        
 84   away_chanceCreationShooting          25801 non-null  float64       
 85   away_chanceCreationShootingClass     25801 non-null  object        
 86   away_chanceCreationPositioningClass  25801 non-null  object        
 87   away_defencePressure                 25801 non-null  float64       
 88   away_defencePressureClass            25801 non-null  object        
 89   away_defenceAggression               25801 non-null  float64       
 90   away_defenceAggressionClass          25801 non-null  object        
 91   away_defenceTeamWidth                25801 non-null  float64       
 92   away_defenceTeamWidthClass           25801 non-null  object        
 93   away_defenceDefenderLineClass        25801 non-null  object        
 94   home_1_overall_rating                24755 non-null  float64       
 95   home_1_reactions                     24755 non-null  float64       
 96   home_1_potential                     24755 non-null  float64       
 97   home_1_player_attr_sum               24755 non-null  float64       
 98   home_1_player_attr_mean              24755 non-null  float64       
 99   home_2_overall_rating                24663 non-null  float64       
 100  home_2_reactions                     24663 non-null  float64       
 101  home_2_potential                     24663 non-null  float64       
 102  home_2_player_attr_sum               24664 non-null  float64       
 103  home_2_player_attr_mean              24663 non-null  float64       
 104  home_3_overall_rating                24680 non-null  float64       
 105  home_3_reactions                     24680 non-null  float64       
 106  home_3_potential                     24680 non-null  float64       
 107  home_3_player_attr_sum               24698 non-null  float64       
 108  home_3_player_attr_mean              24680 non-null  float64       
 109  home_4_overall_rating                24629 non-null  float64       
 110  home_4_reactions                     24629 non-null  float64       
 111  home_4_potential                     24629 non-null  float64       
 112  home_4_player_attr_sum               24656 non-null  float64       
 113  home_4_player_attr_mean              24629 non-null  float64       
 114  home_5_overall_rating                24660 non-null  float64       
 115  home_5_reactions                     24660 non-null  float64       
 116  home_5_potential                     24660 non-null  float64       
 117  home_5_player_attr_sum               24663 non-null  float64       
 118  home_5_player_attr_mean              24660 non-null  float64       
 119  home_6_overall_rating                24652 non-null  float64       
 120  home_6_reactions                     24652 non-null  float64       
 121  home_6_potential                     24652 non-null  float64       
 122  home_6_player_attr_sum               24654 non-null  float64       
 123  home_6_player_attr_mean              24652 non-null  float64       
 124  home_7_overall_rating                24750 non-null  float64       
 125  home_7_reactions                     24750 non-null  float64       
 126  home_7_potential                     24750 non-null  float64       
 127  home_7_player_attr_sum               24752 non-null  float64       
 128  home_7_player_attr_mean              24750 non-null  float64       
 129  home_8_overall_rating                24667 non-null  float64       
 130  home_8_reactions                     24667 non-null  float64       
 131  home_8_potential                     24667 non-null  float64       
 132  home_8_player_attr_sum               24670 non-null  float64       
 133  home_8_player_attr_mean              24667 non-null  float64       
 134  home_9_overall_rating                24701 non-null  float64       
 135  home_9_reactions                     24701 non-null  float64       
 136  home_9_potential                     24701 non-null  float64       
 137  home_9_player_attr_sum               24706 non-null  float64       
 138  home_9_player_attr_mean              24701 non-null  float64       
 139  home_10_overall_rating               24529 non-null  float64       
 140  home_10_reactions                    24529 non-null  float64       
 141  home_10_potential                    24529 non-null  float64       
 142  home_10_player_attr_sum              24543 non-null  float64       
 143  home_10_player_attr_mean             24529 non-null  float64       
 144  home_11_overall_rating               24408 non-null  float64       
 145  home_11_reactions                    24408 non-null  float64       
 146  home_11_potential                    24408 non-null  float64       
 147  home_11_player_attr_sum              24424 non-null  float64       
 148  home_11_player_attr_mean             24408 non-null  float64       
 149  away_1_overall_rating                24745 non-null  float64       
 150  away_1_reactions                     24745 non-null  float64       
 151  away_1_potential                     24745 non-null  float64       
 152  away_1_player_attr_sum               24745 non-null  float64       
 153  away_1_player_attr_mean              24745 non-null  float64       
 154  away_2_overall_rating                24699 non-null  float64       
 155  away_2_reactions                     24699 non-null  float64       
 156  away_2_potential                     24699 non-null  float64       
 157  away_2_player_attr_sum               24701 non-null  float64       
 158  away_2_player_attr_mean              24699 non-null  float64       
 159  away_3_overall_rating                24671 non-null  float64       
 160  away_3_reactions                     24671 non-null  float64       
 161  away_3_potential                     24671 non-null  float64       
 162  away_3_player_attr_sum               24686 non-null  float64       
 163  away_3_player_attr_mean              24671 non-null  float64       
 164  away_4_overall_rating                24634 non-null  float64       
 165  away_4_reactions                     24634 non-null  float64       
 166  away_4_potential                     24634 non-null  float64       
 167  away_4_player_attr_sum               24658 non-null  float64       
 168  away_4_player_attr_mean              24634 non-null  float64       
 169  away_5_overall_rating                24642 non-null  float64       
 170  away_5_reactions                     24642 non-null  float64       
 171  away_5_potential                     24642 non-null  float64       
 172  away_5_player_attr_sum               24644 non-null  float64       
 173  away_5_player_attr_mean              24642 non-null  float64       
 174  away_6_overall_rating                24666 non-null  float64       
 175  away_6_reactions                     24666 non-null  float64       
 176  away_6_potential                     24666 non-null  float64       
 177  away_6_player_attr_sum               24666 non-null  float64       
 178  away_6_player_attr_mean              24666 non-null  float64       
 179  away_7_overall_rating                24743 non-null  float64       
 180  away_7_reactions                     24743 non-null  float64       
 181  away_7_potential                     24743 non-null  float64       
 182  away_7_player_attr_sum               24744 non-null  float64       
 183  away_7_player_attr_mean              24743 non-null  float64       
 184  away_8_overall_rating                24637 non-null  float64       
 185  away_8_reactions                     24637 non-null  float64       
 186  away_8_potential                     24637 non-null  float64       
 187  away_8_player_attr_sum               24638 non-null  float64       
 188  away_8_player_attr_mean              24637 non-null  float64       
 189  away_9_overall_rating                24647 non-null  float64       
 190  away_9_reactions                     24647 non-null  float64       
 191  away_9_potential                     24647 non-null  float64       
 192  away_9_player_attr_sum               24651 non-null  float64       
 193  away_9_player_attr_mean              24647 non-null  float64       
 194  away_10_overall_rating               24524 non-null  float64       
 195  away_10_reactions                    24524 non-null  float64       
 196  away_10_potential                    24524 non-null  float64       
 197  away_10_player_attr_sum              24538 non-null  float64       
 198  away_10_player_attr_mean             24524 non-null  float64       
 199  away_11_overall_rating               24409 non-null  float64       
 200  away_11_reactions                    24409 non-null  float64       
 201  away_11_potential                    24409 non-null  float64       
 202  away_11_player_attr_sum              24425 non-null  float64       
 203  away_11_player_attr_mean             24409 non-null  float64       
 204  home_players_overall_rating          25221 non-null  float64       
 205  home_players_potential               25221 non-null  float64       
 206  home_players_reactions               25221 non-null  float64       
 207  home_players_attr_sum                25221 non-null  float64       
 208  home_players_attr_mean               25221 non-null  float64       
 209  away_players_overall_rating          25221 non-null  float64       
 210  away_players_potential               25221 non-null  float64       
 211  away_players_reactions               25221 non-null  float64       
 212  away_players_attr_sum                25221 non-null  float64       
 213  away_players_attr_mean               25221 non-null  float64       
dtypes: datetime64[ns](1), float64(166), int32(1), int64(9), object(37)
memory usage: 42.3+ MB


col_index = list(np.arange(94,204))

data = data.drop(data.columns[col_index], axis=1)


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 104 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   goal                                 14217 non-null  object        
 12   shoton                               14217 non-null  object        
 13   shotoff                              14217 non-null  object        
 14   foulcommit                           14217 non-null  object        
 15   card                                 14217 non-null  object        
 16   cross                                14217 non-null  object        
 17   corner                               14217 non-null  object        
 18   possession                           14217 non-null  object        
 19   B365H                                22592 non-null  float64       
 20   B365D                                22592 non-null  float64       
 21   B365A                                22592 non-null  float64       
 22   BWH                                  22575 non-null  float64       
 23   BWD                                  22575 non-null  float64       
 24   BWA                                  22575 non-null  float64       
 25   IWH                                  22520 non-null  float64       
 26   IWD                                  22520 non-null  float64       
 27   IWA                                  22520 non-null  float64       
 28   LBH                                  22556 non-null  float64       
 29   LBD                                  22556 non-null  float64       
 30   LBA                                  22556 non-null  float64       
 31   PSH                                  11168 non-null  float64       
 32   PSD                                  11168 non-null  float64       
 33   PSA                                  11168 non-null  float64       
 34   WHH                                  22571 non-null  float64       
 35   WHD                                  22571 non-null  float64       
 36   WHA                                  22571 non-null  float64       
 37   SJH                                  17097 non-null  float64       
 38   SJD                                  17097 non-null  float64       
 39   SJA                                  17097 non-null  float64       
 40   VCH                                  22568 non-null  float64       
 41   VCD                                  22568 non-null  float64       
 42   VCA                                  22568 non-null  float64       
 43   GBH                                  14162 non-null  float64       
 44   GBD                                  14162 non-null  float64       
 45   GBA                                  14162 non-null  float64       
 46   BSH                                  14161 non-null  float64       
 47   BSD                                  14161 non-null  float64       
 48   BSA                                  14161 non-null  float64       
 49   league_name                          25979 non-null  object        
 50   country_name                         25979 non-null  object        
 51   match_year                           25979 non-null  int32         
 52   home_team_long_name                  25801 non-null  object        
 53   home_buildUpPlaySpeed                25801 non-null  float64       
 54   home_buildUpPlaySpeedClass           25801 non-null  object        
 55   home_buildUpPlayDribblingClass       25801 non-null  object        
 56   home_buildUpPlayPassing              25801 non-null  float64       
 57   home_buildUpPlayPassingClass         25801 non-null  object        
 58   home_buildUpPlayPositioningClass     25801 non-null  object        
 59   home_chanceCreationPassing           25801 non-null  float64       
 60   home_chanceCreationPassingClass      25801 non-null  object        
 61   home_chanceCreationCrossing          25801 non-null  float64       
 62   home_chanceCreationCrossingClass     25801 non-null  object        
 63   home_chanceCreationShooting          25801 non-null  float64       
 64   home_chanceCreationShootingClass     25801 non-null  object        
 65   home_chanceCreationPositioningClass  25801 non-null  object        
 66   home_defencePressure                 25801 non-null  float64       
 67   home_defencePressureClass            25801 non-null  object        
 68   home_defenceAggression               25801 non-null  float64       
 69   home_defenceAggressionClass          25801 non-null  object        
 70   home_defenceTeamWidth                25801 non-null  float64       
 71   home_defenceTeamWidthClass           25801 non-null  object        
 72   home_defenceDefenderLineClass        25801 non-null  object        
 73   away_team_long_name                  25801 non-null  object        
 74   away_buildUpPlaySpeed                25801 non-null  float64       
 75   away_buildUpPlaySpeedClass           25801 non-null  object        
 76   away_buildUpPlayDribblingClass       25801 non-null  object        
 77   away_buildUpPlayPassing              25801 non-null  float64       
 78   away_buildUpPlayPassingClass         25801 non-null  object        
 79   away_buildUpPlayPositioningClass     25801 non-null  object        
 80   away_chanceCreationPassing           25801 non-null  float64       
 81   away_chanceCreationPassingClass      25801 non-null  object        
 82   away_chanceCreationCrossing          25801 non-null  float64       
 83   away_chanceCreationCrossingClass     25801 non-null  object        
 84   away_chanceCreationShooting          25801 non-null  float64       
 85   away_chanceCreationShootingClass     25801 non-null  object        
 86   away_chanceCreationPositioningClass  25801 non-null  object        
 87   away_defencePressure                 25801 non-null  float64       
 88   away_defencePressureClass            25801 non-null  object        
 89   away_defenceAggression               25801 non-null  float64       
 90   away_defenceAggressionClass          25801 non-null  object        
 91   away_defenceTeamWidth                25801 non-null  float64       
 92   away_defenceTeamWidthClass           25801 non-null  object        
 93   away_defenceDefenderLineClass        25801 non-null  object        
 94   home_players_overall_rating          25221 non-null  float64       
 95   home_players_potential               25221 non-null  float64       
 96   home_players_reactions               25221 non-null  float64       
 97   home_players_attr_sum                25221 non-null  float64       
 98   home_players_attr_mean               25221 non-null  float64       
 99   away_players_overall_rating          25221 non-null  float64       
 100  away_players_potential               25221 non-null  float64       
 101  away_players_reactions               25221 non-null  float64       
 102  away_players_attr_sum                25221 non-null  float64       
 103  away_players_attr_mean               25221 non-null  float64       
dtypes: datetime64[ns](1), float64(56), int32(1), int64(9), object(37)
memory usage: 20.5+ MB


data['goal_difference'] = data['home_team_goal'] - data['away_team_goal']


# Проверим, что в новом столбце нет пустых значений
data['goal_difference'].isna().sum()

0


pd.options.mode.chained_assignment = None


data['match_result'] = ''

for i in range(len(data)):
    if data['goal_difference'][i] > 0:
        data['match_result'][i] = 'home'
        
    elif data['goal_difference'][i] < 0:
        data['match_result'][i] = 'away'
        
    else:
        data['match_result'][i] = 'draw'


data['match_result_num'] = ''

for i in range(len(data)):
    if data['match_result'][i] == 'home':
        data['match_result_num'][i] = 1
        
    elif data['match_result'][i] == 'away':
        data['match_result_num'][i] = -1
        
    else:
        data['match_result_num'][i] = 0


data['home_team_win'] = ''

for i in range(len(data)):
    if data['match_result'][i] == 'home':
        data['home_team_win'][i] = 1
        
    else:
        data['home_team_win'][i] = 0


data['away_team_win'] = ''

for i in range(len(data)):
    if data['match_result'][i] == 'away':
        data['away_team_win'][i] = 1
        
    else:
        data['away_team_win'][i] = 0


# Проверим, что в новых столбцах нет пустых значений

print(data['match_result'].isna().sum())
print(data['match_result_num'].isna().sum())
print(data['home_team_win'].isna().sum())
print(data['away_team_win'].isna().sum())

0
0
0
0


# Добавим названия соответствующих столбцов в отдельные переменные

home_players_attr_name_cols = data.filter(regex = 'home_players_').select_dtypes('float').columns
away_players_attr_name_cols = data.filter(regex = 'away_players_').select_dtypes('float').columns

home_attr_name_cols = data.drop(home_players_attr_name_cols, axis=1).filter(regex = 'home_').select_dtypes('float').columns
away_attr_name_cols = data.drop(away_players_attr_name_cols, axis=1).filter(regex = 'away_').select_dtypes('float').columns

diff_players_attr_name_cols = away_players_attr_name_cols.str.replace('away_', 'diff_', regex=True)
diff_attr_name_cols = away_attr_name_cols.str.replace('away_', 'diff_', regex=True)


home_attr_name_cols, away_attr_name_cols, diff_attr_name_cols

(Index(['home_buildUpPlaySpeed', 'home_buildUpPlayPassing',
        'home_chanceCreationPassing', 'home_chanceCreationCrossing',
        'home_chanceCreationShooting', 'home_defencePressure',
        'home_defenceAggression', 'home_defenceTeamWidth'],
       dtype='object'),
 Index(['away_buildUpPlaySpeed', 'away_buildUpPlayPassing',
        'away_chanceCreationPassing', 'away_chanceCreationCrossing',
        'away_chanceCreationShooting', 'away_defencePressure',
        'away_defenceAggression', 'away_defenceTeamWidth'],
       dtype='object'),
 Index(['diff_buildUpPlaySpeed', 'diff_buildUpPlayPassing',
        'diff_chanceCreationPassing', 'diff_chanceCreationCrossing',
        'diff_chanceCreationShooting', 'diff_defencePressure',
        'diff_defenceAggression', 'diff_defenceTeamWidth'],
       dtype='object'))


home_players_attr_name_cols, away_players_attr_name_cols, diff_players_attr_name_cols

(Index(['home_players_overall_rating', 'home_players_potential',
        'home_players_reactions', 'home_players_attr_sum',
        'home_players_attr_mean'],
       dtype='object'),
 Index(['away_players_overall_rating', 'away_players_potential',
        'away_players_reactions', 'away_players_attr_sum',
        'away_players_attr_mean'],
       dtype='object'),
 Index(['diff_players_overall_rating', 'diff_players_potential',
        'diff_players_reactions', 'diff_players_attr_sum',
        'diff_players_attr_mean'],
       dtype='object'))


# Сделаем из них списки

home_attr_name_cols = list(home_attr_name_cols)
away_attr_name_cols = list(away_attr_name_cols)
diff_attr_name_cols = list(diff_attr_name_cols)

home_players_attr_name_cols = list(home_players_attr_name_cols)
away_players_attr_name_cols = list(away_players_attr_name_cols)
diff_players_attr_name_cols = list(diff_players_attr_name_cols)


len(home_attr_name_cols), len(away_attr_name_cols), len(diff_attr_name_cols)

(8, 8, 8)


len(home_players_attr_name_cols), len(away_players_attr_name_cols), len(diff_players_attr_name_cols)

(5, 5, 5)


for i in range(0, 8):
    data[diff_attr_name_cols[i]] = data[home_attr_name_cols[i]] - data[away_attr_name_cols[i]]
    
for j in range(0, 5):
    data[diff_players_attr_name_cols[j]] = data[home_players_attr_name_cols[j]] - data[away_players_attr_name_cols[j]]


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 122 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   goal                                 14217 non-null  object        
 12   shoton                               14217 non-null  object        
 13   shotoff                              14217 non-null  object        
 14   foulcommit                           14217 non-null  object        
 15   card                                 14217 non-null  object        
 16   cross                                14217 non-null  object        
 17   corner                               14217 non-null  object        
 18   possession                           14217 non-null  object        
 19   B365H                                22592 non-null  float64       
 20   B365D                                22592 non-null  float64       
 21   B365A                                22592 non-null  float64       
 22   BWH                                  22575 non-null  float64       
 23   BWD                                  22575 non-null  float64       
 24   BWA                                  22575 non-null  float64       
 25   IWH                                  22520 non-null  float64       
 26   IWD                                  22520 non-null  float64       
 27   IWA                                  22520 non-null  float64       
 28   LBH                                  22556 non-null  float64       
 29   LBD                                  22556 non-null  float64       
 30   LBA                                  22556 non-null  float64       
 31   PSH                                  11168 non-null  float64       
 32   PSD                                  11168 non-null  float64       
 33   PSA                                  11168 non-null  float64       
 34   WHH                                  22571 non-null  float64       
 35   WHD                                  22571 non-null  float64       
 36   WHA                                  22571 non-null  float64       
 37   SJH                                  17097 non-null  float64       
 38   SJD                                  17097 non-null  float64       
 39   SJA                                  17097 non-null  float64       
 40   VCH                                  22568 non-null  float64       
 41   VCD                                  22568 non-null  float64       
 42   VCA                                  22568 non-null  float64       
 43   GBH                                  14162 non-null  float64       
 44   GBD                                  14162 non-null  float64       
 45   GBA                                  14162 non-null  float64       
 46   BSH                                  14161 non-null  float64       
 47   BSD                                  14161 non-null  float64       
 48   BSA                                  14161 non-null  float64       
 49   league_name                          25979 non-null  object        
 50   country_name                         25979 non-null  object        
 51   match_year                           25979 non-null  int32         
 52   home_team_long_name                  25801 non-null  object        
 53   home_buildUpPlaySpeed                25801 non-null  float64       
 54   home_buildUpPlaySpeedClass           25801 non-null  object        
 55   home_buildUpPlayDribblingClass       25801 non-null  object        
 56   home_buildUpPlayPassing              25801 non-null  float64       
 57   home_buildUpPlayPassingClass         25801 non-null  object        
 58   home_buildUpPlayPositioningClass     25801 non-null  object        
 59   home_chanceCreationPassing           25801 non-null  float64       
 60   home_chanceCreationPassingClass      25801 non-null  object        
 61   home_chanceCreationCrossing          25801 non-null  float64       
 62   home_chanceCreationCrossingClass     25801 non-null  object        
 63   home_chanceCreationShooting          25801 non-null  float64       
 64   home_chanceCreationShootingClass     25801 non-null  object        
 65   home_chanceCreationPositioningClass  25801 non-null  object        
 66   home_defencePressure                 25801 non-null  float64       
 67   home_defencePressureClass            25801 non-null  object        
 68   home_defenceAggression               25801 non-null  float64       
 69   home_defenceAggressionClass          25801 non-null  object        
 70   home_defenceTeamWidth                25801 non-null  float64       
 71   home_defenceTeamWidthClass           25801 non-null  object        
 72   home_defenceDefenderLineClass        25801 non-null  object        
 73   away_team_long_name                  25801 non-null  object        
 74   away_buildUpPlaySpeed                25801 non-null  float64       
 75   away_buildUpPlaySpeedClass           25801 non-null  object        
 76   away_buildUpPlayDribblingClass       25801 non-null  object        
 77   away_buildUpPlayPassing              25801 non-null  float64       
 78   away_buildUpPlayPassingClass         25801 non-null  object        
 79   away_buildUpPlayPositioningClass     25801 non-null  object        
 80   away_chanceCreationPassing           25801 non-null  float64       
 81   away_chanceCreationPassingClass      25801 non-null  object        
 82   away_chanceCreationCrossing          25801 non-null  float64       
 83   away_chanceCreationCrossingClass     25801 non-null  object        
 84   away_chanceCreationShooting          25801 non-null  float64       
 85   away_chanceCreationShootingClass     25801 non-null  object        
 86   away_chanceCreationPositioningClass  25801 non-null  object        
 87   away_defencePressure                 25801 non-null  float64       
 88   away_defencePressureClass            25801 non-null  object        
 89   away_defenceAggression               25801 non-null  float64       
 90   away_defenceAggressionClass          25801 non-null  object        
 91   away_defenceTeamWidth                25801 non-null  float64       
 92   away_defenceTeamWidthClass           25801 non-null  object        
 93   away_defenceDefenderLineClass        25801 non-null  object        
 94   home_players_overall_rating          25221 non-null  float64       
 95   home_players_potential               25221 non-null  float64       
 96   home_players_reactions               25221 non-null  float64       
 97   home_players_attr_sum                25221 non-null  float64       
 98   home_players_attr_mean               25221 non-null  float64       
 99   away_players_overall_rating          25221 non-null  float64       
 100  away_players_potential               25221 non-null  float64       
 101  away_players_reactions               25221 non-null  float64       
 102  away_players_attr_sum                25221 non-null  float64       
 103  away_players_attr_mean               25221 non-null  float64       
 104  goal_difference                      25979 non-null  int64         
 105  match_result                         25979 non-null  object        
 106  match_result_num                     25979 non-null  object        
 107  home_team_win                        25979 non-null  object        
 108  away_team_win                        25979 non-null  object        
 109  diff_buildUpPlaySpeed                25629 non-null  float64       
 110  diff_buildUpPlayPassing              25629 non-null  float64       
 111  diff_chanceCreationPassing           25629 non-null  float64       
 112  diff_chanceCreationCrossing          25629 non-null  float64       
 113  diff_chanceCreationShooting          25629 non-null  float64       
 114  diff_defencePressure                 25629 non-null  float64       
 115  diff_defenceAggression               25629 non-null  float64       
 116  diff_defenceTeamWidth                25629 non-null  float64       
 117  diff_players_overall_rating          25221 non-null  float64       
 118  diff_players_potential               25221 non-null  float64       
 119  diff_players_reactions               25221 non-null  float64       
 120  diff_players_attr_sum                25221 non-null  float64       
 121  diff_players_attr_mean               25221 non-null  float64       
dtypes: datetime64[ns](1), float64(69), int32(1), int64(10), object(41)
memory usage: 24.1+ MB


# Новые столбцы с суммой и разницей сумм

data['home_team_attr_sum'] = data[home_attr_name_cols].sum(axis=1, numeric_only=True)
data['away_team_attr_sum'] = data[away_attr_name_cols].sum(axis=1, numeric_only=True)
data['diff_team_attr_sum'] = data['home_team_attr_sum'] - data['away_team_attr_sum']

# Аналогичные столбцы со средним значением всех командных атрибутов команд home, away и их разница

data['home_team_attr_mean'] = data[home_attr_name_cols].mean(axis=1, numeric_only=True)
data['away_team_attr_mean'] = data[away_attr_name_cols].mean(axis=1, numeric_only=True)
data['diff_team_attr_mean'] = data['home_team_attr_mean'] - data['away_team_attr_mean']


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 128 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   goal                                 14217 non-null  object        
 12   shoton                               14217 non-null  object        
 13   shotoff                              14217 non-null  object        
 14   foulcommit                           14217 non-null  object        
 15   card                                 14217 non-null  object        
 16   cross                                14217 non-null  object        
 17   corner                               14217 non-null  object        
 18   possession                           14217 non-null  object        
 19   B365H                                22592 non-null  float64       
 20   B365D                                22592 non-null  float64       
 21   B365A                                22592 non-null  float64       
 22   BWH                                  22575 non-null  float64       
 23   BWD                                  22575 non-null  float64       
 24   BWA                                  22575 non-null  float64       
 25   IWH                                  22520 non-null  float64       
 26   IWD                                  22520 non-null  float64       
 27   IWA                                  22520 non-null  float64       
 28   LBH                                  22556 non-null  float64       
 29   LBD                                  22556 non-null  float64       
 30   LBA                                  22556 non-null  float64       
 31   PSH                                  11168 non-null  float64       
 32   PSD                                  11168 non-null  float64       
 33   PSA                                  11168 non-null  float64       
 34   WHH                                  22571 non-null  float64       
 35   WHD                                  22571 non-null  float64       
 36   WHA                                  22571 non-null  float64       
 37   SJH                                  17097 non-null  float64       
 38   SJD                                  17097 non-null  float64       
 39   SJA                                  17097 non-null  float64       
 40   VCH                                  22568 non-null  float64       
 41   VCD                                  22568 non-null  float64       
 42   VCA                                  22568 non-null  float64       
 43   GBH                                  14162 non-null  float64       
 44   GBD                                  14162 non-null  float64       
 45   GBA                                  14162 non-null  float64       
 46   BSH                                  14161 non-null  float64       
 47   BSD                                  14161 non-null  float64       
 48   BSA                                  14161 non-null  float64       
 49   league_name                          25979 non-null  object        
 50   country_name                         25979 non-null  object        
 51   match_year                           25979 non-null  int32         
 52   home_team_long_name                  25801 non-null  object        
 53   home_buildUpPlaySpeed                25801 non-null  float64       
 54   home_buildUpPlaySpeedClass           25801 non-null  object        
 55   home_buildUpPlayDribblingClass       25801 non-null  object        
 56   home_buildUpPlayPassing              25801 non-null  float64       
 57   home_buildUpPlayPassingClass         25801 non-null  object        
 58   home_buildUpPlayPositioningClass     25801 non-null  object        
 59   home_chanceCreationPassing           25801 non-null  float64       
 60   home_chanceCreationPassingClass      25801 non-null  object        
 61   home_chanceCreationCrossing          25801 non-null  float64       
 62   home_chanceCreationCrossingClass     25801 non-null  object        
 63   home_chanceCreationShooting          25801 non-null  float64       
 64   home_chanceCreationShootingClass     25801 non-null  object        
 65   home_chanceCreationPositioningClass  25801 non-null  object        
 66   home_defencePressure                 25801 non-null  float64       
 67   home_defencePressureClass            25801 non-null  object        
 68   home_defenceAggression               25801 non-null  float64       
 69   home_defenceAggressionClass          25801 non-null  object        
 70   home_defenceTeamWidth                25801 non-null  float64       
 71   home_defenceTeamWidthClass           25801 non-null  object        
 72   home_defenceDefenderLineClass        25801 non-null  object        
 73   away_team_long_name                  25801 non-null  object        
 74   away_buildUpPlaySpeed                25801 non-null  float64       
 75   away_buildUpPlaySpeedClass           25801 non-null  object        
 76   away_buildUpPlayDribblingClass       25801 non-null  object        
 77   away_buildUpPlayPassing              25801 non-null  float64       
 78   away_buildUpPlayPassingClass         25801 non-null  object        
 79   away_buildUpPlayPositioningClass     25801 non-null  object        
 80   away_chanceCreationPassing           25801 non-null  float64       
 81   away_chanceCreationPassingClass      25801 non-null  object        
 82   away_chanceCreationCrossing          25801 non-null  float64       
 83   away_chanceCreationCrossingClass     25801 non-null  object        
 84   away_chanceCreationShooting          25801 non-null  float64       
 85   away_chanceCreationShootingClass     25801 non-null  object        
 86   away_chanceCreationPositioningClass  25801 non-null  object        
 87   away_defencePressure                 25801 non-null  float64       
 88   away_defencePressureClass            25801 non-null  object        
 89   away_defenceAggression               25801 non-null  float64       
 90   away_defenceAggressionClass          25801 non-null  object        
 91   away_defenceTeamWidth                25801 non-null  float64       
 92   away_defenceTeamWidthClass           25801 non-null  object        
 93   away_defenceDefenderLineClass        25801 non-null  object        
 94   home_players_overall_rating          25221 non-null  float64       
 95   home_players_potential               25221 non-null  float64       
 96   home_players_reactions               25221 non-null  float64       
 97   home_players_attr_sum                25221 non-null  float64       
 98   home_players_attr_mean               25221 non-null  float64       
 99   away_players_overall_rating          25221 non-null  float64       
 100  away_players_potential               25221 non-null  float64       
 101  away_players_reactions               25221 non-null  float64       
 102  away_players_attr_sum                25221 non-null  float64       
 103  away_players_attr_mean               25221 non-null  float64       
 104  goal_difference                      25979 non-null  int64         
 105  match_result                         25979 non-null  object        
 106  match_result_num                     25979 non-null  object        
 107  home_team_win                        25979 non-null  object        
 108  away_team_win                        25979 non-null  object        
 109  diff_buildUpPlaySpeed                25629 non-null  float64       
 110  diff_buildUpPlayPassing              25629 non-null  float64       
 111  diff_chanceCreationPassing           25629 non-null  float64       
 112  diff_chanceCreationCrossing          25629 non-null  float64       
 113  diff_chanceCreationShooting          25629 non-null  float64       
 114  diff_defencePressure                 25629 non-null  float64       
 115  diff_defenceAggression               25629 non-null  float64       
 116  diff_defenceTeamWidth                25629 non-null  float64       
 117  diff_players_overall_rating          25221 non-null  float64       
 118  diff_players_potential               25221 non-null  float64       
 119  diff_players_reactions               25221 non-null  float64       
 120  diff_players_attr_sum                25221 non-null  float64       
 121  diff_players_attr_mean               25221 non-null  float64       
 122  home_team_attr_sum                   25979 non-null  float64       
 123  away_team_attr_sum                   25979 non-null  float64       
 124  diff_team_attr_sum                   25979 non-null  float64       
 125  home_team_attr_mean                  25801 non-null  float64       
 126  away_team_attr_mean                  25801 non-null  float64       
 127  diff_team_attr_mean                  25629 non-null  float64       
dtypes: datetime64[ns](1), float64(75), int32(1), int64(10), object(41)
memory usage: 25.3+ MB


print('Speed: ', data['home_buildUpPlaySpeedClass'].unique())
print('Dribbling: ', data['home_buildUpPlayDribblingClass'].unique())
print('Passing: ', data['home_buildUpPlayPassingClass'].unique())
print('Positioning: ', data['home_buildUpPlayPositioningClass'].unique())
print('CreationPassing: ', data['home_chanceCreationPassingClass'].unique())
print('CreationCrossing: ', data['home_chanceCreationCrossingClass'].unique())
print('CreationShooting: ', data['home_chanceCreationShootingClass'].unique())
print('CreationPositioning: ', data['home_chanceCreationPositioningClass'].unique())
print('defencePressure: ', data['home_defencePressureClass'].unique())
print('defenceAggression: ', data['home_defenceAggressionClass'].unique())
print('defenceTeamWidth: ', data['home_defenceTeamWidthClass'].unique())
print('defenceDefenderLine: ', data['home_defenceDefenderLineClass'].unique())

Speed:  ['Balanced' 'Slow' 'Fast' nan]
Dribbling:  ['Little' nan 'Normal' 'Lots']
Passing:  ['Mixed' 'Long' 'Short' nan]
Positioning:  ['Organised' 'Free Form' nan]
CreationPassing:  ['Normal' 'Risky' 'Safe' nan]
CreationCrossing:  ['Lots' 'Normal' nan 'Little']
CreationShooting:  ['Normal' 'Lots' 'Little' nan]
CreationPositioning:  ['Organised' 'Free Form' nan]
defencePressure:  ['Medium' 'Deep' 'High' nan]
defenceAggression:  ['Press' 'Contain' 'Double' nan]
defenceTeamWidth:  ['Normal' 'Wide' 'Narrow' nan]
defenceDefenderLine:  ['Offside Trap' 'Cover' nan]


class_to_replace = [{"Slow": 1, "Fast": 4, "Balanced": 8, 'nan': 0}, 
                    {"Little": 1, "Normal": 4, "Lots": 8, 'nan': 0}, 
                    {"Short": 1, "Mixed": 4, "Long": 8, 'nan': 0}, 
                    {"Organised": 1, "Free Form": 2, 'nan': 0}, 
                    {"Safe": 1, "Normal": 4, "Risky": 8, 'nan': 0}, 
                    {"Little": 1, "Normal": 4, "Lots": 8, 'nan': 0}, 
                    {"Little": 1, "Normal": 4, "Lots": 8, 'nan': 0}, 
                    {"Organised": 1, "Free Form": 2, 'nan': 0}, 
                    {"Deep": 1, "Medium": 4, "High": 8, 'nan': 0}, 
                    {"Contain": 1, "Press": 4, "Double": 8, 'nan': 0}, 
                    {"Narrow": 1, "Normal": 4, "Wide": 8, 'nan': 0}, 
                    {"Cover": 1, "Offside Trap": 2, 'nan': 0}
                   ]


class_to_replace

[{'Slow': 1, 'Fast': 4, 'Balanced': 8, 'nan': 0},
 {'Little': 1, 'Normal': 4, 'Lots': 8, 'nan': 0},
 {'Short': 1, 'Mixed': 4, 'Long': 8, 'nan': 0},
 {'Organised': 1, 'Free Form': 2, 'nan': 0},
 {'Safe': 1, 'Normal': 4, 'Risky': 8, 'nan': 0},
 {'Little': 1, 'Normal': 4, 'Lots': 8, 'nan': 0},
 {'Little': 1, 'Normal': 4, 'Lots': 8, 'nan': 0},
 {'Organised': 1, 'Free Form': 2, 'nan': 0},
 {'Deep': 1, 'Medium': 4, 'High': 8, 'nan': 0},
 {'Contain': 1, 'Press': 4, 'Double': 8, 'nan': 0},
 {'Narrow': 1, 'Normal': 4, 'Wide': 8, 'nan': 0},
 {'Cover': 1, 'Offside Trap': 2, 'nan': 0}]


home_class_cols = data.filter(regex = 'home_').select_dtypes('object')
home_class_cols = home_class_cols.filter(regex = 'Class$').select_dtypes('object').columns

away_class_cols = data.filter(regex = 'away_').select_dtypes('object')
away_class_cols = away_class_cols.filter(regex = 'Class$').select_dtypes('object').columns

diff_class_cols = away_class_cols.str.replace('away_', 'diff_', regex=True)


home_class_cols, away_class_cols, diff_class_cols

(Index(['home_buildUpPlaySpeedClass', 'home_buildUpPlayDribblingClass',
        'home_buildUpPlayPassingClass', 'home_buildUpPlayPositioningClass',
        'home_chanceCreationPassingClass', 'home_chanceCreationCrossingClass',
        'home_chanceCreationShootingClass',
        'home_chanceCreationPositioningClass', 'home_defencePressureClass',
        'home_defenceAggressionClass', 'home_defenceTeamWidthClass',
        'home_defenceDefenderLineClass'],
       dtype='object'),
 Index(['away_buildUpPlaySpeedClass', 'away_buildUpPlayDribblingClass',
        'away_buildUpPlayPassingClass', 'away_buildUpPlayPositioningClass',
        'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass',
        'away_chanceCreationShootingClass',
        'away_chanceCreationPositioningClass', 'away_defencePressureClass',
        'away_defenceAggressionClass', 'away_defenceTeamWidthClass',
        'away_defenceDefenderLineClass'],
       dtype='object'),
 Index(['diff_buildUpPlaySpeedClass', 'diff_buildUpPlayDribblingClass',
        'diff_buildUpPlayPassingClass', 'diff_buildUpPlayPositioningClass',
        'diff_chanceCreationPassingClass', 'diff_chanceCreationCrossingClass',
        'diff_chanceCreationShootingClass',
        'diff_chanceCreationPositioningClass', 'diff_defencePressureClass',
        'diff_defenceAggressionClass', 'diff_defenceTeamWidthClass',
        'diff_defenceDefenderLineClass'],
       dtype='object'))


# Сделаем из них списки

home_class_cols = list(home_class_cols)
away_class_cols = list(away_class_cols)
diff_class_cols = list(diff_class_cols)


len(home_class_cols), len(away_class_cols), len(diff_class_cols), len(class_to_replace)

(12, 12, 12, 12)


for i in range(0, len(diff_class_cols)):
    data[diff_class_cols[i]] = data[home_class_cols[i]].replace(class_to_replace[i]) \
    - data[away_class_cols[i]].replace(class_to_replace[i])


data.head(3)


data.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 140 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   25979 non-null  int64         
 1    country_id                           25979 non-null  int64         
 2    league_id                            25979 non-null  int64         
 3    season                               25979 non-null  object        
 4    stage                                25979 non-null  int64         
 5    date                                 25979 non-null  datetime64[ns]
 6    match_api_id                         25979 non-null  int64         
 7    home_team_api_id                     25979 non-null  int64         
 8    away_team_api_id                     25979 non-null  int64         
 9    home_team_goal                       25979 non-null  int64         
 10   away_team_goal                       25979 non-null  int64         
 11   goal                                 14217 non-null  object        
 12   shoton                               14217 non-null  object        
 13   shotoff                              14217 non-null  object        
 14   foulcommit                           14217 non-null  object        
 15   card                                 14217 non-null  object        
 16   cross                                14217 non-null  object        
 17   corner                               14217 non-null  object        
 18   possession                           14217 non-null  object        
 19   B365H                                22592 non-null  float64       
 20   B365D                                22592 non-null  float64       
 21   B365A                                22592 non-null  float64       
 22   BWH                                  22575 non-null  float64       
 23   BWD                                  22575 non-null  float64       
 24   BWA                                  22575 non-null  float64       
 25   IWH                                  22520 non-null  float64       
 26   IWD                                  22520 non-null  float64       
 27   IWA                                  22520 non-null  float64       
 28   LBH                                  22556 non-null  float64       
 29   LBD                                  22556 non-null  float64       
 30   LBA                                  22556 non-null  float64       
 31   PSH                                  11168 non-null  float64       
 32   PSD                                  11168 non-null  float64       
 33   PSA                                  11168 non-null  float64       
 34   WHH                                  22571 non-null  float64       
 35   WHD                                  22571 non-null  float64       
 36   WHA                                  22571 non-null  float64       
 37   SJH                                  17097 non-null  float64       
 38   SJD                                  17097 non-null  float64       
 39   SJA                                  17097 non-null  float64       
 40   VCH                                  22568 non-null  float64       
 41   VCD                                  22568 non-null  float64       
 42   VCA                                  22568 non-null  float64       
 43   GBH                                  14162 non-null  float64       
 44   GBD                                  14162 non-null  float64       
 45   GBA                                  14162 non-null  float64       
 46   BSH                                  14161 non-null  float64       
 47   BSD                                  14161 non-null  float64       
 48   BSA                                  14161 non-null  float64       
 49   league_name                          25979 non-null  object        
 50   country_name                         25979 non-null  object        
 51   match_year                           25979 non-null  int32         
 52   home_team_long_name                  25801 non-null  object        
 53   home_buildUpPlaySpeed                25801 non-null  float64       
 54   home_buildUpPlaySpeedClass           25801 non-null  object        
 55   home_buildUpPlayDribblingClass       25801 non-null  object        
 56   home_buildUpPlayPassing              25801 non-null  float64       
 57   home_buildUpPlayPassingClass         25801 non-null  object        
 58   home_buildUpPlayPositioningClass     25801 non-null  object        
 59   home_chanceCreationPassing           25801 non-null  float64       
 60   home_chanceCreationPassingClass      25801 non-null  object        
 61   home_chanceCreationCrossing          25801 non-null  float64       
 62   home_chanceCreationCrossingClass     25801 non-null  object        
 63   home_chanceCreationShooting          25801 non-null  float64       
 64   home_chanceCreationShootingClass     25801 non-null  object        
 65   home_chanceCreationPositioningClass  25801 non-null  object        
 66   home_defencePressure                 25801 non-null  float64       
 67   home_defencePressureClass            25801 non-null  object        
 68   home_defenceAggression               25801 non-null  float64       
 69   home_defenceAggressionClass          25801 non-null  object        
 70   home_defenceTeamWidth                25801 non-null  float64       
 71   home_defenceTeamWidthClass           25801 non-null  object        
 72   home_defenceDefenderLineClass        25801 non-null  object        
 73   away_team_long_name                  25801 non-null  object        
 74   away_buildUpPlaySpeed                25801 non-null  float64       
 75   away_buildUpPlaySpeedClass           25801 non-null  object        
 76   away_buildUpPlayDribblingClass       25801 non-null  object        
 77   away_buildUpPlayPassing              25801 non-null  float64       
 78   away_buildUpPlayPassingClass         25801 non-null  object        
 79   away_buildUpPlayPositioningClass     25801 non-null  object        
 80   away_chanceCreationPassing           25801 non-null  float64       
 81   away_chanceCreationPassingClass      25801 non-null  object        
 82   away_chanceCreationCrossing          25801 non-null  float64       
 83   away_chanceCreationCrossingClass     25801 non-null  object        
 84   away_chanceCreationShooting          25801 non-null  float64       
 85   away_chanceCreationShootingClass     25801 non-null  object        
 86   away_chanceCreationPositioningClass  25801 non-null  object        
 87   away_defencePressure                 25801 non-null  float64       
 88   away_defencePressureClass            25801 non-null  object        
 89   away_defenceAggression               25801 non-null  float64       
 90   away_defenceAggressionClass          25801 non-null  object        
 91   away_defenceTeamWidth                25801 non-null  float64       
 92   away_defenceTeamWidthClass           25801 non-null  object        
 93   away_defenceDefenderLineClass        25801 non-null  object        
 94   home_players_overall_rating          25221 non-null  float64       
 95   home_players_potential               25221 non-null  float64       
 96   home_players_reactions               25221 non-null  float64       
 97   home_players_attr_sum                25221 non-null  float64       
 98   home_players_attr_mean               25221 non-null  float64       
 99   away_players_overall_rating          25221 non-null  float64       
 100  away_players_potential               25221 non-null  float64       
 101  away_players_reactions               25221 non-null  float64       
 102  away_players_attr_sum                25221 non-null  float64       
 103  away_players_attr_mean               25221 non-null  float64       
 104  goal_difference                      25979 non-null  int64         
 105  match_result                         25979 non-null  object        
 106  match_result_num                     25979 non-null  object        
 107  home_team_win                        25979 non-null  object        
 108  away_team_win                        25979 non-null  object        
 109  diff_buildUpPlaySpeed                25629 non-null  float64       
 110  diff_buildUpPlayPassing              25629 non-null  float64       
 111  diff_chanceCreationPassing           25629 non-null  float64       
 112  diff_chanceCreationCrossing          25629 non-null  float64       
 113  diff_chanceCreationShooting          25629 non-null  float64       
 114  diff_defencePressure                 25629 non-null  float64       
 115  diff_defenceAggression               25629 non-null  float64       
 116  diff_defenceTeamWidth                25629 non-null  float64       
 117  diff_players_overall_rating          25221 non-null  float64       
 118  diff_players_potential               25221 non-null  float64       
 119  diff_players_reactions               25221 non-null  float64       
 120  diff_players_attr_sum                25221 non-null  float64       
 121  diff_players_attr_mean               25221 non-null  float64       
 122  home_team_attr_sum                   25979 non-null  float64       
 123  away_team_attr_sum                   25979 non-null  float64       
 124  diff_team_attr_sum                   25979 non-null  float64       
 125  home_team_attr_mean                  25801 non-null  float64       
 126  away_team_attr_mean                  25801 non-null  float64       
 127  diff_team_attr_mean                  25629 non-null  float64       
 128  diff_buildUpPlaySpeedClass           25629 non-null  float64       
 129  diff_buildUpPlayDribblingClass       25629 non-null  float64       
 130  diff_buildUpPlayPassingClass         25629 non-null  float64       
 131  diff_buildUpPlayPositioningClass     25629 non-null  float64       
 132  diff_chanceCreationPassingClass      25629 non-null  float64       
 133  diff_chanceCreationCrossingClass     25629 non-null  float64       
 134  diff_chanceCreationShootingClass     25629 non-null  float64       
 135  diff_chanceCreationPositioningClass  25629 non-null  float64       
 136  diff_defencePressureClass            25629 non-null  float64       
 137  diff_defenceAggressionClass          25629 non-null  float64       
 138  diff_defenceTeamWidthClass           25629 non-null  float64       
 139  diff_defenceDefenderLineClass        25629 non-null  float64       
dtypes: datetime64[ns](1), float64(87), int32(1), int64(10), object(41)
memory usage: 27.6+ MB


data['season'].unique()

array(['2008/2009', '2009/2010', '2010/2011', '2011/2012', '2012/2013',
       '2013/2014', '2014/2015', '2015/2016'], dtype=object)


# в data пусть останется оригинальный датафрейм, после всех объединений
df = data[data['season']=='2015/2016']


df.shape

(3326, 140)


len(df['match_api_id'].unique())

3326


na_dict = {}

for i in df.columns:
    na_dict[i] = sum(df[i].isna())/len(df[i])

na_per_column = pd.DataFrame(index = na_dict.keys(), data = {'na_ratio': na_dict.values()})


pd.set_option('display.max_rows', 250)
na_per_column.sort_values(by = 'na_ratio', ascending=False)


na_borderline = 0.3


bad_factors = list(na_per_column[na_per_column['na_ratio']>na_borderline].index)

df.drop(bad_factors, axis = 1, inplace = True)


bad_factors

['goal',
 'shoton',
 'shotoff',
 'foulcommit',
 'card',
 'cross',
 'corner',
 'possession',
 'SJH',
 'SJD',
 'SJA',
 'GBH',
 'GBD',
 'GBA',
 'BSH',
 'BSD',
 'BSA']


na_borderline_factors(na_ratio(df), 0.1)

['PSA',
 'PSD',
 'PSH',
 'IWH',
 'IWA',
 'IWD',
 'VCD',
 'VCH',
 'VCA',
 'LBH',
 'LBA',
 'LBD',
 'BWH',
 'BWD',
 'BWA',
 'B365A',
 'B365D',
 'B365H',
 'WHA',
 'WHD',
 'WHH']


lots_of_nan_features = [
 'PSA',
 'PSD',
 'PSH',
 'IWA',
 'IWD',
 'IWH',
 'VCA',
 'VCD',
 'VCH',
 'LBD',
 'LBH',
 'LBA',
 'BWD',
 'BWA',
 'B365H',
 'BWH',
 'B365A',
 'B365D',
 'WHH',
 'WHA',
 'WHD']


df.dropna(how = 'any', subset = lots_of_nan_features)


len(df) - len(df.dropna(how = 'any', subset = lots_of_nan_features))

438


df.duplicated().sum()

0


df.info(verbose=True, show_counts=True)

<class 'pandas.core.frame.DataFrame'>
Index: 3326 entries, 22653 to 25978
Data columns (total 123 columns):
 #    Column                               Non-Null Count  Dtype         
---   ------                               --------------  -----         
 0    id                                   3326 non-null   int64         
 1    country_id                           3326 non-null   int64         
 2    league_id                            3326 non-null   int64         
 3    season                               3326 non-null   object        
 4    stage                                3326 non-null   int64         
 5    date                                 3326 non-null   datetime64[ns]
 6    match_api_id                         3326 non-null   int64         
 7    home_team_api_id                     3326 non-null   int64         
 8    away_team_api_id                     3326 non-null   int64         
 9    home_team_goal                       3326 non-null   int64         
 10   away_team_goal                       3326 non-null   int64         
 11   B365H                                2905 non-null   float64       
 12   B365D                                2905 non-null   float64       
 13   B365A                                2905 non-null   float64       
 14   BWH                                  2905 non-null   float64       
 15   BWD                                  2905 non-null   float64       
 16   BWA                                  2905 non-null   float64       
 17   IWH                                  2902 non-null   float64       
 18   IWD                                  2902 non-null   float64       
 19   IWA                                  2902 non-null   float64       
 20   LBH                                  2904 non-null   float64       
 21   LBD                                  2904 non-null   float64       
 22   LBA                                  2904 non-null   float64       
 23   PSH                                  2898 non-null   float64       
 24   PSD                                  2898 non-null   float64       
 25   PSA                                  2898 non-null   float64       
 26   WHH                                  2906 non-null   float64       
 27   WHD                                  2906 non-null   float64       
 28   WHA                                  2906 non-null   float64       
 29   VCH                                  2903 non-null   float64       
 30   VCD                                  2903 non-null   float64       
 31   VCA                                  2903 non-null   float64       
 32   league_name                          3326 non-null   object        
 33   country_name                         3326 non-null   object        
 34   match_year                           3326 non-null   int32         
 35   home_team_long_name                  3259 non-null   object        
 36   home_buildUpPlaySpeed                3259 non-null   float64       
 37   home_buildUpPlaySpeedClass           3259 non-null   object        
 38   home_buildUpPlayDribblingClass       3259 non-null   object        
 39   home_buildUpPlayPassing              3259 non-null   float64       
 40   home_buildUpPlayPassingClass         3259 non-null   object        
 41   home_buildUpPlayPositioningClass     3259 non-null   object        
 42   home_chanceCreationPassing           3259 non-null   float64       
 43   home_chanceCreationPassingClass      3259 non-null   object        
 44   home_chanceCreationCrossing          3259 non-null   float64       
 45   home_chanceCreationCrossingClass     3259 non-null   object        
 46   home_chanceCreationShooting          3259 non-null   float64       
 47   home_chanceCreationShootingClass     3259 non-null   object        
 48   home_chanceCreationPositioningClass  3259 non-null   object        
 49   home_defencePressure                 3259 non-null   float64       
 50   home_defencePressureClass            3259 non-null   object        
 51   home_defenceAggression               3259 non-null   float64       
 52   home_defenceAggressionClass          3259 non-null   object        
 53   home_defenceTeamWidth                3259 non-null   float64       
 54   home_defenceTeamWidthClass           3259 non-null   object        
 55   home_defenceDefenderLineClass        3259 non-null   object        
 56   away_team_long_name                  3259 non-null   object        
 57   away_buildUpPlaySpeed                3259 non-null   float64       
 58   away_buildUpPlaySpeedClass           3259 non-null   object        
 59   away_buildUpPlayDribblingClass       3259 non-null   object        
 60   away_buildUpPlayPassing              3259 non-null   float64       
 61   away_buildUpPlayPassingClass         3259 non-null   object        
 62   away_buildUpPlayPositioningClass     3259 non-null   object        
 63   away_chanceCreationPassing           3259 non-null   float64       
 64   away_chanceCreationPassingClass      3259 non-null   object        
 65   away_chanceCreationCrossing          3259 non-null   float64       
 66   away_chanceCreationCrossingClass     3259 non-null   object        
 67   away_chanceCreationShooting          3259 non-null   float64       
 68   away_chanceCreationShootingClass     3259 non-null   object        
 69   away_chanceCreationPositioningClass  3259 non-null   object        
 70   away_defencePressure                 3259 non-null   float64       
 71   away_defencePressureClass            3259 non-null   object        
 72   away_defenceAggression               3259 non-null   float64       
 73   away_defenceAggressionClass          3259 non-null   object        
 74   away_defenceTeamWidth                3259 non-null   float64       
 75   away_defenceTeamWidthClass           3259 non-null   object        
 76   away_defenceDefenderLineClass        3259 non-null   object        
 77   home_players_overall_rating          3326 non-null   float64       
 78   home_players_potential               3326 non-null   float64       
 79   home_players_reactions               3326 non-null   float64       
 80   home_players_attr_sum                3326 non-null   float64       
 81   home_players_attr_mean               3326 non-null   float64       
 82   away_players_overall_rating          3326 non-null   float64       
 83   away_players_potential               3326 non-null   float64       
 84   away_players_reactions               3326 non-null   float64       
 85   away_players_attr_sum                3326 non-null   float64       
 86   away_players_attr_mean               3326 non-null   float64       
 87   goal_difference                      3326 non-null   int64         
 88   match_result                         3326 non-null   object        
 89   match_result_num                     3326 non-null   object        
 90   home_team_win                        3326 non-null   object        
 91   away_team_win                        3326 non-null   object        
 92   diff_buildUpPlaySpeed                3194 non-null   float64       
 93   diff_buildUpPlayPassing              3194 non-null   float64       
 94   diff_chanceCreationPassing           3194 non-null   float64       
 95   diff_chanceCreationCrossing          3194 non-null   float64       
 96   diff_chanceCreationShooting          3194 non-null   float64       
 97   diff_defencePressure                 3194 non-null   float64       
 98   diff_defenceAggression               3194 non-null   float64       
 99   diff_defenceTeamWidth                3194 non-null   float64       
 100  diff_players_overall_rating          3326 non-null   float64       
 101  diff_players_potential               3326 non-null   float64       
 102  diff_players_reactions               3326 non-null   float64       
 103  diff_players_attr_sum                3326 non-null   float64       
 104  diff_players_attr_mean               3326 non-null   float64       
 105  home_team_attr_sum                   3326 non-null   float64       
 106  away_team_attr_sum                   3326 non-null   float64       
 107  diff_team_attr_sum                   3326 non-null   float64       
 108  home_team_attr_mean                  3259 non-null   float64       
 109  away_team_attr_mean                  3259 non-null   float64       
 110  diff_team_attr_mean                  3194 non-null   float64       
 111  diff_buildUpPlaySpeedClass           3194 non-null   float64       
 112  diff_buildUpPlayDribblingClass       3194 non-null   float64       
 113  diff_buildUpPlayPassingClass         3194 non-null   float64       
 114  diff_buildUpPlayPositioningClass     3194 non-null   float64       
 115  diff_chanceCreationPassingClass      3194 non-null   float64       
 116  diff_chanceCreationCrossingClass     3194 non-null   float64       
 117  diff_chanceCreationShootingClass     3194 non-null   float64       
 118  diff_chanceCreationPositioningClass  3194 non-null   float64       
 119  diff_defencePressureClass            3194 non-null   float64       
 120  diff_defenceAggressionClass          3194 non-null   float64       
 121  diff_defenceTeamWidthClass           3194 non-null   float64       
 122  diff_defenceDefenderLineClass        3194 non-null   float64       
dtypes: datetime64[ns](1), float64(78), int32(1), int64(10), object(33)
memory usage: 3.1+ MB


df['match_result_num'] = df['match_result_num'].astype('int')
df['home_team_win'] = df['home_team_win'].astype('int')
df['away_team_win'] = df['away_team_win'].astype('int')


df.loc[:, ['match_result_num', 'home_team_win', 'away_team_win']].info()

<class 'pandas.core.frame.DataFrame'>
Index: 3326 entries, 22653 to 25978
Data columns (total 3 columns):
 #   Column            Non-Null Count  Dtype
---  ------            --------------  -----
 0   match_result_num  3326 non-null   int64
 1   home_team_win     3326 non-null   int64
 2   away_team_win     3326 non-null   int64
dtypes: int64(3)
memory usage: 103.9 KB


obj_cols = df.select_dtypes('object').columns


obj_cols

Index(['season', 'league_name', 'country_name', 'home_team_long_name',
       'home_buildUpPlaySpeedClass', 'home_buildUpPlayDribblingClass',
       'home_buildUpPlayPassingClass', 'home_buildUpPlayPositioningClass',
       'home_chanceCreationPassingClass', 'home_chanceCreationCrossingClass',
       'home_chanceCreationShootingClass',
       'home_chanceCreationPositioningClass', 'home_defencePressureClass',
       'home_defenceAggressionClass', 'home_defenceTeamWidthClass',
       'home_defenceDefenderLineClass', 'away_team_long_name',
       'away_buildUpPlaySpeedClass', 'away_buildUpPlayDribblingClass',
       'away_buildUpPlayPassingClass', 'away_buildUpPlayPositioningClass',
       'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass',
       'away_chanceCreationShootingClass',
       'away_chanceCreationPositioningClass', 'away_defencePressureClass',
       'away_defenceAggressionClass', 'away_defenceTeamWidthClass',
       'away_defenceDefenderLineClass', 'match_result'],
      dtype='object')


cat_features = list(obj_cols)
cat_features.append('match_year')


cat_features

['season',
 'league_name',
 'country_name',
 'home_team_long_name',
 'home_buildUpPlaySpeedClass',
 'home_buildUpPlayDribblingClass',
 'home_buildUpPlayPassingClass',
 'home_buildUpPlayPositioningClass',
 'home_chanceCreationPassingClass',
 'home_chanceCreationCrossingClass',
 'home_chanceCreationShootingClass',
 'home_chanceCreationPositioningClass',
 'home_defencePressureClass',
 'home_defenceAggressionClass',
 'home_defenceTeamWidthClass',
 'home_defenceDefenderLineClass',
 'away_team_long_name',
 'away_buildUpPlaySpeedClass',
 'away_buildUpPlayDribblingClass',
 'away_buildUpPlayPassingClass',
 'away_buildUpPlayPositioningClass',
 'away_chanceCreationPassingClass',
 'away_chanceCreationCrossingClass',
 'away_chanceCreationShootingClass',
 'away_chanceCreationPositioningClass',
 'away_defencePressureClass',
 'away_defenceAggressionClass',
 'away_defenceTeamWidthClass',
 'away_defenceDefenderLineClass',
 'match_result',
 'match_year']


bookkeeper_features = \
list(df.filter(regex = 'H$').columns) + \
list(df.filter(regex = 'D$').columns) + \
list(df.filter(regex = 'A$').columns)


bookkeeper_features

['B365H',
 'BWH',
 'IWH',
 'LBH',
 'PSH',
 'WHH',
 'VCH',
 'B365D',
 'BWD',
 'IWD',
 'LBD',
 'PSD',
 'WHD',
 'VCD',
 'B365A',
 'BWA',
 'IWA',
 'LBA',
 'PSA',
 'WHA',
 'VCA']


id_features = [
    'id', 
    'country_id', 
    'league_id', 
    'match_api_id', 
    'home_team_api_id',
    'away_team_api_id'
]


df.isna().sum().sum()

14597


df.head(3)


target = 'match_result'
target_num = 'home_team_win'

corr_quartile_threshold = 0.2


corr_1 = df.drop(id_features+cat_features+bookkeeper_features, axis=1).corr()


corr_with_target = pd.DataFrame(corr_1.loc[:,target_num])
corr_with_target.columns = ['corr_with_match_result_num']
corr_with_target['abs_corr'] = abs(corr_with_target['corr_with_match_result_num'])
# corr_with_target.sort_values(by = 'abs_corr', ascending = False)
# corr_with_target


corr_with_target.drop(['match_result_num', 
                       'away_team_win', 
                       'home_team_win', 
                       'home_team_goal',
                       'away_team_goal', 
                       'goal_difference'], inplace = True)


top_factors_by_corr_num = math.ceil(len(corr_with_target) * corr_quartile_threshold)


corr_with_target.sort_values(by = 'abs_corr', ascending = False).head(top_factors_by_corr_num)


top_factors_by_corr_list = list(corr_with_target.sort_values(by = 'abs_corr', ascending = False).head(top_factors_by_corr_num).index)


corr_2 = df.loc[:, top_factors_by_corr_list].corr()
corr_2

# plotting correlation heatmap 
corr_2_heatmap = sb.heatmap(corr_2, cmap="YlGnBu", annot=True) 
  
# displaying heatmap 
plt.show()


# Абзац ниже надо переписать, т.к. в новом цикле исключил данные букмекерских контор


quantity_factors = ['diff_players_overall_rating', 
                    'diff_players_attr_sum', 
                    'diff_players_reactions', 
                    'home_players_attr_sum', 
                    'diff_defencePressure',  
                    'diff_defenceAggression', 
                    'home_players_overall_rating',  
#                     'diff_chanceCreationCrossing'
                   ]


df_1 = df.copy(deep = True)


df_2 = df[cat_features].fillna('no_data')
df_2 = df[cat_features].apply(lambda x : pd.factorize(x)[0])+1


df_2


len(df_2['match_result'].unique())

3


v_cramer_dict = {}

for i in df_2.columns:
    # для каждой пары "фактор - целевой признак" рассчитаем хи-квадрат
    X2 = chi2_contingency(df_2[['match_result', i]], correction=False)[0]
    
    # рассчитаем по формуле V Крамера для каждой пары
    v_cramer_i = np.sqrt( (X2/len(df)) / min(len(df_2['match_result'].unique()) -1, len(df_2[i].unique()) - 1))
    
    # сохраним результат
    v_cramer_dict[i] = v_cramer_i

v_cramer_df = pd.DataFrame(index = v_cramer_dict.keys(), data = {'v_cramer_with_target': v_cramer_dict.values()})

/var/folders/4m/k5zd839x4bx6gyq5lg_3gfmc0000gn/T/ipykernel_28846/3226525238.py:8: RuntimeWarning: divide by zero encountered in scalar divide
  v_cramer_i = np.sqrt( (X2/len(df)) / min(len(df_2['match_result'].unique()) -1, len(df_2[i].unique()) - 1))


v_cramer_df.drop('match_result').sort_values(by = 'v_cramer_with_target', ascending = False)


v_cramer_quartile_threshold = corr_quartile_threshold


top_factors_by_v_cramer_num = math.ceil(len(v_cramer_df) * v_cramer_quartile_threshold)


top_factors_by_v_cramer_num

7


top_factors_by_v_cramer_num

7


name_features = ['match_result', 
                 'match_year', 
                 'season', 
                 'league_name', 
                 'country_name', 
                 'away_team_long_name', 
                 'home_team_long_name'
                ]


categorial_factors = list(v_cramer_df.drop(name_features).sort_values(
    by = 'v_cramer_with_target', ascending = False).head(top_factors_by_v_cramer_num).index)


categorial_factors

['away_chanceCreationPassingClass',
 'home_chanceCreationPassingClass',
 'away_chanceCreationCrossingClass',
 'home_buildUpPlayDribblingClass',
 'away_chanceCreationShootingClass',
 'home_buildUpPlaySpeedClass',
 'home_chanceCreationShootingClass']


quantity_factors

['diff_players_overall_rating',
 'diff_players_attr_sum',
 'diff_players_reactions',
 'home_players_attr_sum',
 'diff_defencePressure',
 'diff_defenceAggression',
 'home_players_overall_rating']


df_3 = df.loc[:, [target_num]+quantity_factors+categorial_factors]


df_3.isna().sum()

home_team_win                         0
diff_players_overall_rating           0
diff_players_attr_sum                 0
diff_players_reactions                0
home_players_attr_sum                 0
diff_defencePressure                132
diff_defenceAggression              132
home_players_overall_rating           0
away_chanceCreationPassingClass      67
home_chanceCreationPassingClass      67
away_chanceCreationCrossingClass     67
home_buildUpPlayDribblingClass       67
away_chanceCreationShootingClass     67
home_buildUpPlaySpeedClass           67
home_chanceCreationShootingClass     67
dtype: int64


len(df_3.dropna(how='any')) / len(df_3)

0.9603126879134095


len(df_3)

3326


df_3.loc[:, categorial_factors] = df_3.loc[:, categorial_factors].fillna('no_data')


df_3.isna().sum()

home_team_win                         0
diff_players_overall_rating           0
diff_players_attr_sum                 0
diff_players_reactions                0
home_players_attr_sum                 0
diff_defencePressure                132
diff_defenceAggression              132
home_players_overall_rating           0
away_chanceCreationPassingClass       0
home_chanceCreationPassingClass       0
away_chanceCreationCrossingClass      0
home_buildUpPlayDribblingClass        0
away_chanceCreationShootingClass      0
home_buildUpPlaySpeedClass            0
home_chanceCreationShootingClass      0
dtype: int64


len(df_3.dropna(how='any')) / len(df_3)

0.9603126879134095


df_3.fillna(0, inplace=True)


df_3


df_3.isna().sum().sum()

0


df_train, df_test = train_test_split(df_3, test_size = 0.3, stratify = df_3['home_team_win'], random_state=42)


# df_train_labeled = df_train.copy(deep = True)
# df_test_labeled = df_test.copy(deep = True)

ordinal_encoder = OrdinalEncoder()


df_train[categorial_factors] = ordinal_encoder.fit_transform(df_train[categorial_factors])
df_test[categorial_factors] = ordinal_encoder.transform(df_test[categorial_factors])
    
df_train.head()


df_train.head(3)


quantity_factors

['diff_players_overall_rating',
 'diff_players_attr_sum',
 'diff_players_reactions',
 'home_players_attr_sum',
 'diff_defencePressure',
 'diff_defenceAggression',
 'home_players_overall_rating']


len(quantity_factors)

7


stand_scaler = StandardScaler() # инициализируем экземпляр класса
    
stand_scaler.fit(df_train[quantity_factors]) # определяем параметры   
df_train[quantity_factors] = stand_scaler.transform(df_train[quantity_factors])
df_test[quantity_factors] = stand_scaler.transform(df_test[quantity_factors])


df_train.head(3)


df_train.loc[:, quantity_factors].describe()


potential_predictors = list(df_3.drop(target_num, axis = 1).columns)
potential_predictors

['diff_players_overall_rating',
 'diff_players_attr_sum',
 'diff_players_reactions',
 'home_players_attr_sum',
 'diff_defencePressure',
 'diff_defenceAggression',
 'home_players_overall_rating',
 'away_chanceCreationPassingClass',
 'home_chanceCreationPassingClass',
 'away_chanceCreationCrossingClass',
 'home_buildUpPlayDribblingClass',
 'away_chanceCreationShootingClass',
 'home_buildUpPlaySpeedClass',
 'home_chanceCreationShootingClass']


numbers_of_predictors = [2,3,4,5]


predictors_number_combs_dict = {}

for i in numbers_of_predictors:
    combs_with_i_predictors = it.combinations(potential_predictors, i) 
    ### так как it.combinations выплевывает чисто генератор или как там это называется, его приходится отельно сохранять в список или что-то вроде.
    ### получается список списков-комбинаций.
    list_of_combs_with_i_predictors = [list(i) for i in combs_with_i_predictors]
    ### А у нас будет словарь списков списков
    predictors_number_combs_dict[i] = list_of_combs_with_i_predictors


predictors_number_combs_dict

{2: [['diff_players_overall_rating', 'diff_players_attr_sum'],
  ['diff_players_overall_rating', 'diff_players_reactions'],
  ['diff_players_overall_rating', 'home_players_attr_sum'],
  ['diff_players_overall_rating', 'diff_defencePressure'],
  ['diff_players_overall_rating', 'diff_defenceAggression'],
  ['diff_players_overall_rating', 'home_players_overall_rating'],
  ['diff_players_overall_rating', 'away_chanceCreationPassingClass'],
  ['diff_players_overall_rating', 'home_chanceCreationPassingClass'],
  ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'],
  ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'],
  ['diff_players_overall_rating', 'away_chanceCreationShootingClass'],
  ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'],
  ['diff_players_overall_rating', 'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum', 'diff_players_reactions'],
  ['diff_players_attr_sum', 'home_players_attr_sum'],
  ['diff_players_attr_sum', 'diff_defencePressure'],
  ['diff_players_attr_sum', 'diff_defenceAggression'],
  ['diff_players_attr_sum', 'home_players_overall_rating'],
  ['diff_players_attr_sum', 'away_chanceCreationPassingClass'],
  ['diff_players_attr_sum', 'home_chanceCreationPassingClass'],
  ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum', 'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum', 'home_chanceCreationShootingClass'],
  ['diff_players_reactions', 'home_players_attr_sum'],
  ['diff_players_reactions', 'diff_defencePressure'],
  ['diff_players_reactions', 'diff_defenceAggression'],
  ['diff_players_reactions', 'home_players_overall_rating'],
  ['diff_players_reactions', 'away_chanceCreationPassingClass'],
  ['diff_players_reactions', 'home_chanceCreationPassingClass'],
  ['diff_players_reactions', 'away_chanceCreationCrossingClass'],
  ['diff_players_reactions', 'home_buildUpPlayDribblingClass'],
  ['diff_players_reactions', 'away_chanceCreationShootingClass'],
  ['diff_players_reactions', 'home_buildUpPlaySpeedClass'],
  ['diff_players_reactions', 'home_chanceCreationShootingClass'],
  ['home_players_attr_sum', 'diff_defencePressure'],
  ['home_players_attr_sum', 'diff_defenceAggression'],
  ['home_players_attr_sum', 'home_players_overall_rating'],
  ['home_players_attr_sum', 'away_chanceCreationPassingClass'],
  ['home_players_attr_sum', 'home_chanceCreationPassingClass'],
  ['home_players_attr_sum', 'away_chanceCreationCrossingClass'],
  ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'],
  ['home_players_attr_sum', 'away_chanceCreationShootingClass'],
  ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'],
  ['home_players_attr_sum', 'home_chanceCreationShootingClass'],
  ['diff_defencePressure', 'diff_defenceAggression'],
  ['diff_defencePressure', 'home_players_overall_rating'],
  ['diff_defencePressure', 'away_chanceCreationPassingClass'],
  ['diff_defencePressure', 'home_chanceCreationPassingClass'],
  ['diff_defencePressure', 'away_chanceCreationCrossingClass'],
  ['diff_defencePressure', 'home_buildUpPlayDribblingClass'],
  ['diff_defencePressure', 'away_chanceCreationShootingClass'],
  ['diff_defencePressure', 'home_buildUpPlaySpeedClass'],
  ['diff_defencePressure', 'home_chanceCreationShootingClass'],
  ['diff_defenceAggression', 'home_players_overall_rating'],
  ['diff_defenceAggression', 'away_chanceCreationPassingClass'],
  ['diff_defenceAggression', 'home_chanceCreationPassingClass'],
  ['diff_defenceAggression', 'away_chanceCreationCrossingClass'],
  ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'],
  ['diff_defenceAggression', 'away_chanceCreationShootingClass'],
  ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'],
  ['diff_defenceAggression', 'home_chanceCreationShootingClass'],
  ['home_players_overall_rating', 'away_chanceCreationPassingClass'],
  ['home_players_overall_rating', 'home_chanceCreationPassingClass'],
  ['home_players_overall_rating', 'away_chanceCreationCrossingClass'],
  ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'],
  ['home_players_overall_rating', 'away_chanceCreationShootingClass'],
  ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'],
  ['home_players_overall_rating', 'home_chanceCreationShootingClass'],
  ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'],
  ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'],
  ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'],
  ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'],
  ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'],
  ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'],
  ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'],
  ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'],
  ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'],
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   'diff_defenceAggression',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'diff_defenceAggression',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'diff_defenceAggression',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'diff_defenceAggression',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_players_overall_rating',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationCrossingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_buildUpPlayDribblingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defencePressure',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_players_overall_rating',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationCrossingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_buildUpPlayDribblingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'diff_defenceAggression',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationCrossingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_buildUpPlayDribblingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_players_overall_rating',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_chanceCreationPassingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'away_chanceCreationCrossingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'home_buildUpPlayDribblingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_chanceCreationPassingClass',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlayDribblingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationCrossingClass',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationCrossingClass',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_buildUpPlayDribblingClass',
   'away_chanceCreationShootingClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'home_buildUpPlayDribblingClass',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ['diff_players_attr_sum',
   'home_players_attr_sum',
   'away_chanceCreationShootingClass',
   'home_buildUpPlaySpeedClass',
   'home_chanceCreationShootingClass'],
  ...]}


for i in predictors_number_combs_dict:
    print(len(predictors_number_combs_dict[i]))

91
364
1001
2002


target_num, df_3['home_team_win'].unique()

('home_team_win', array([0, 1]))


%%time
log_reg_results_dict = {}

col_comb_number = []
col_comb = []
col_model = []
col_acc = []
col_recall = []
col_prec = []
col_f1 = []


for i in predictors_number_combs_dict:
    print(f'комбинации из {i} предикторов')
    print()
    for j in predictors_number_combs_dict[i]:
        print()
        print(f'комбинация {j} (количество предикторов {i})')
        print()
        
        log_reg_j = LogisticRegression()
        log_reg_j.fit(df_train.loc[:,j], df_train[target_num])
        print(f'модель регрессии обучена')
        target_predicted_j = log_reg_j.predict(df_test.loc[:,j])
        print(f'модель регрессии дала предсказание')
        accuracy_j = accuracy_score(df_test[target_num], target_predicted_j)
        print(f'accuracy комбинации {j} в регрессии: {accuracy_j}')
        recall_j = recall_score(df_test[target_num], target_predicted_j, average = 'weighted')
        print(f'recall комбинации {j} в регрессии: {recall_j}')
        precision_j = precision_score(df_test[target_num], target_predicted_j, average = 'weighted')
        print(f'precision комбинации {j} в регрессии: {precision_j}')
        f1_j = f1_score(df_test[target_num], target_predicted_j, average = 'weighted')
        print(f'f1 комбинации {j}: {f1_j}')
        
        col_comb_number.append(i)
        col_comb.append(str(j))
        col_model.append('Log_reg')
        col_acc.append(accuracy_j)
        col_recall.append(recall_j)
        col_prec.append(precision_j)
        col_f1.append(f1_j)
        
        tree_j = DecisionTreeClassifier(random_state=42)
        tree_j.fit(df_train.loc[:,j], df_train[target_num])
        print()
        print(f'дерево обучено')
        target_predicted_j = tree_j.predict(df_test.loc[:,j])
        print(f'дерево дало предсказание')
        accuracy_j = accuracy_score(df_test[target_num], target_predicted_j)
        print(f'accuracy комбинации {j} в дереве: {accuracy_j}')
        recall_j = recall_score(df_test[target_num], target_predicted_j, average = 'weighted')
        print(f'recall комбинации {j} в дереве: {recall_j}')
        precision_j = precision_score(df_test[target_num], target_predicted_j, average = 'weighted')
        print(f'precision комбинации {j} в дереве: {precision_j}')
        f1_j = f1_score(df_test[target_num], target_predicted_j, average = 'weighted')
        print(f'f1 комбинации {j}: {f1_j} в дереве')
        
        col_comb_number.append(i)
        col_comb.append(str(j))
        col_model.append('decision_tree')
        col_acc.append(accuracy_j)
        col_recall.append(recall_j)
        col_prec.append(precision_j)
        col_f1.append(f1_j)

комбинации из 2 предикторов


комбинация ['diff_players_overall_rating', 'diff_players_attr_sum'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в дереве: 0.5379962356456105
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum']: 0.535453082561235 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в дереве: 0.5446396600764362
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions']: 0.5448562572924097 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в регрессии: 0.6344265601713579
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum']: 0.63182491795607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в дереве: 0.552118346210696
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum']: 0.5502387158374925 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в дереве: 0.5352687558382785
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure']: 0.535644389866869 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в регрессии: 0.6491173272240902
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression']: 0.6473351749626783

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в дереве: 0.5399591479776136
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression']: 0.5408274040630869 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в регрессии: 0.6344308328504306
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating']: 0.6320471335582732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в дереве: 0.5437408688663619
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating']: 0.5413937207700137 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5804953690462328
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5771761038145471 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6302601245228883
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6284089745190196

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.6062124248496994
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.6062124248496994
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.6000246983528029
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5953975519251816 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.6122244488977956
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.6122244488977956
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.6066958015551696
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5984346269672269 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.6032064128256514
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.6032064128256514
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.597338875281427
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5955031722772537 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6396984524662793
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6376763895684344

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5733476995231273
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5713408395293207 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629161048829431
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6268386259310156

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5894967449771903
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5868646272308395 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6375927979762028
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6347730697476702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5760625011353872
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5727480510151409 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5490981963927856
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions']: 0.5490981963927856 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5573480745126018
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum']: 0.5566632017189613 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432091322532926
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure']: 0.6378737300761995

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5359035574541213
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure']: 0.5341795025574263 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6460957894625229
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression']: 0.6424901775177746

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.558811781638879
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression']: 0.5596966212454603 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6260231590801423
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating']: 0.621196735592175

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5606908166230351
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating']: 0.5597954549406023 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5422861487096219
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5435244069373208 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6446353755928311
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6377411682989406

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5440385998477791
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5451402113937954 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5448927883815808
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5457760906301865 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5429895409548193
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5442565379397506 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6390877117429395
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6329952040376899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.548179471931913
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5493897667667605 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.644465293697493
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6382649241620039

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5515307208743587
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5526817207982244 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6389022200460001

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5409540150535184
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5422399739483336 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5418212328417695
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum']: 0.5408299115713945 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'diff_defencePressure']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5542357561503617
f1 комбинации ['diff_players_reactions', 'diff_defencePressure']: 0.554637660456711 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6492969692215543
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression']: 0.6454422987583582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5746282574399493
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression']: 0.5752610072098948 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5466580178116215
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating']: 0.5472850774166992 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5821777179975025
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5766474740613801 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.582967419068192
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5742578745372047 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.635867707107192
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.62977767424099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5981963927855711
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5981963927855711
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5909783450499138
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5817493274542224 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5589021477733546
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.5569213807849982 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.593186372745491
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.593186372745491
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5852469812145538
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass']: 0.575962667831714 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391
recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391
precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5889097594662173
f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.583520319077354 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6391588816862989
f1 комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6327296084228549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
recall комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
precision комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.584186605120134
f1 комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass']: 0.5766066275855299 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6205901622984005
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure']: 0.6092145449033008

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5477726851319106
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure']: 0.548356872756113 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6225634544250549
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression']: 0.6123086374694644

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5440881763527055
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5440881763527055
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.545118910521075
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression']: 0.5445597445176399 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.5933677836957337
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating']: 0.5732414975744818

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5252291986223888
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating']: 0.5256151110303002 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.5955419092902786
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.576783451318987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5308479882182261
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.532288968180263 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6019215128668352
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.58141060469826

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5265393156647363
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5279240150183099 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082264746523559
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.586506764110817

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5355416088319844
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5369096081035486 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5980125049627557
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5789101676440173

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5248906746683702
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5264122083742329 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6134419256339978
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5987803786176631

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5357869465907198
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.536936258756136 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5906007179453246
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5725300186689265

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5396104595733239
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.54082787893361 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.5886246772799415
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5674980253717933

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5239830183108005
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5255062894755941 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6016249782341339
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression']: 0.588673061902279

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.533066132264529
recall комбинации ['diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.533066132264529
precision комбинации ['diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5229174529430213
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression']: 0.5236985863721639 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6113440339403192
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating']: 0.6015733129367516

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.535720244077387
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating']: 0.5369178072456972 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.5657218937415694
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass']: 0.547703291438948

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5586935570443908
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5463487115324123 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.5682785296377806
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5487855754542975

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5530244513029189
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5375226409916204 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.566988334434866
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.546349894063075

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5427199670231188
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.528411014770467 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5780882557907758
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.550458564093252

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5313743428886759
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5163685714983822 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.5864806237648188
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5735801435541048

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5745548448941812
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5579781194650836 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628
recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628
precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5765091062593283
f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5508232578384858

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5645071714019477
f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5479363812058465 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.5708795588418707
f1 комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5503977603748282

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5683563927341133
f1 комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5454661629782956 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6077983182627252
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating']: 0.5996385693639289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5497030540911406
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating']: 0.550841150442011 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5891783567134269
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5891783567134269
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5805564702569944
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5676676552017578

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5580260875260369
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.556367230040697 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.5891783567134269
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.5891783567134269
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.580656497485277
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5649644727222933

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5548195589338699
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5419420308109403 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5880636193820702
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5708695906401663

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5533252872111927
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5526114801065328 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5830360870365948
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5680031247054008

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5362828667553279
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5303592482215657 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.5887271701445261
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5777323749140104

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5379258777024729
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5252224603250145 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269
recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269
precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5809960574277223
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5610747287188991

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5529556928759023
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5427188519818871 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5733285371833585
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5595325977388403

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5293498706393461
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5225654974431945 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.5988609484041413
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5815477197213565

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5257216659664412
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5220835944559797 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6037118346708985
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5808270370437064

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5623442252805156
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5604749408736536 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6028197186327401
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5836160384429337

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5495645777622408
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5433779137749387 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.602527819006308
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.579516532515844

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5544777117090366
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5509502106079848 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6014941803147428
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5894511146062931

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5332970526722386
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5329119639415709 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5980125049627557
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5789101676440173

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5506511952406664
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.544214542719439 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.5912795900954035
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5691391544039268

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5473683108735823
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.543629457306033 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5349984222022778
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.4204877691396785 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4215080879462273 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540048269022645
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4263364433535284 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5227261779795418
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.4658093533212407 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5212133518137597
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.46123098314538413

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.535505798816367
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.498086789525644 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.3148581732603483
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.40337414237975305

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5352144618455018
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.42528924329256335 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.3148581732603483
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.40337414237975305

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5966418679385597
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4300209113879934 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2)

/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5162794788756158
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4210734749439277 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5175849551504415
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.4133610830613645

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5162485300372399
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.4649922594202258 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5311886845586598
f1 комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.4601622197273581

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5398933064263726
f1 комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.4941021471251784 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.3148581732603483
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.40337414237975305

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645918369626656
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4268594704936946 в дереве

комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.3148581732603483
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.40337414237975305

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5382868645568541
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.4763036277257663 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5340099661511215
f1 комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.45956006464986104

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5409431302796981
f1 комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5035651245183778 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.3148581732603483
f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.40337414237975305

/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5194730711823049
f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4564730461548488 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5311886845586598
f1 комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4601622197273581

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5363753463210573
f1 комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.49359574512912735 в дереве

комбинация ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460631699069436
f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4704249326077619 в дереве

комбинация ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
recall комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
precision комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545725818163073
f1 комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545725818163073
f1 комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 в дереве

комбинация ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 2)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5352846860591849
f1 комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.47014779669305673

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5373024530072804
f1 комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4996435824669473 в дереве
комбинации из 3 предикторов


комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5360636315230587
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions']: 0.5349125079563611 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.562270096886339
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum']: 0.5609938441519556 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5535796498447711
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure']: 0.5527491159504178 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6543279796307592
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression']: 0.6525127323688392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5523483520162007
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression']: 0.5486643887419255 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5761787140171817
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating']: 0.5734623526291988 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5447635777248068
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5397929083584839 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.543174813406187
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5419541747351754 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6335311007623785
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.632392380854652

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5354908091525268
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5317047852238072 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314514379076624
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.630361399533407

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5418940225867512
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5401771913656997 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6199257745898963
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6188780709250847

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5348789132100437
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.53242920149706 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6303904356336337
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6292452338808951

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5362454295483143
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5335056643509036 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5387784824082498
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum']: 0.537143286566034 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6439520801884094
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure']: 0.6427390037084976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5482254148889746
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure']: 0.5454926708343921 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6439294150359592
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression']: 0.6425472874608771

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5618053045150997
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression']: 0.5608373228319002 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5399591479776136
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating']: 0.5408274040630869 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5442093117681082
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5449939936883051 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5736249625290352
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5738723268708612 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5506634035565487
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.5503681301206629 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5343770796855719
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.5356452968221739 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314119785464649
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.630159750240519

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5575576753298256
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.557327084929063 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5606908166230351
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.5597954549406023 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6396924988953874
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure']: 0.6374657507868485

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5539974902835771
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure']: 0.5540523023873668 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6533228400120078
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6508062418082841

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5755770142452946
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5753544887102324 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.558275017416333
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5569937880622241 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.636535568022475
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6340856535939616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5684416473078995
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5655146296391408 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5486616777776977
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5483653155554988 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6344265601713579
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.63182491795607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5632092568944996
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5596328371049463 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333833868855029
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6311379878685344

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5577163411833401
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5553817118576385 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5645819941770333
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5623488303540674 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408861814084719
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5404568833386767 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5576304864456567
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5561028710944593 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6418117413494764
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression']: 0.6401207704400085

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5693535000923973
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression']: 0.5692436212884856 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6386568934054743
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating']: 0.6367629716675607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5160320641282565
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5160320641282565
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5163932085032557
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating']: 0.5162080357989882 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5324139161210586
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5322342706379452 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6396984524662793
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6376763895684344

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5500419679346987
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5508749444555794 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5495681883785979
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5502278367281382 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6407977198855943
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.639402898706076

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5372766672814564
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5376502456341827 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5497658635700997
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5499281114180208 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6354860559107041
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.633175899537769

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5379613716597281
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5380182278664633 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6543827466845917
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6517227156435456

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5626894815271568
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5617963846908723 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6459814974351935
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6439867374527332

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5332608443951006
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5336385340995551 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6480726549592234
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6462204183986525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5464406457070787
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5471458965760344 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5538063223857348
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5543787811193648 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5682331383546313
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5676272317681548 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5522342574759909
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5516134255373455 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501684036001077
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.648640231424612

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5363736415167677
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.53710478563537 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5618511720575002
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5624079922703673 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6375887249359053
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6352138112070036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5738431699607783
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5721648650098249 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5647386096615485
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.563135240236192 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6323260976783862
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6300086135225851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5535208246500488 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5717908155074908
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5714460712237749 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5387055026776948
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5377852276876324 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526961570065476
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5517917359395224 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5537789404548193
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5534227751537467 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5830301145655994
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5824746006253032 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5812101450403582
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5764519309997364 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5674009816149906
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5663475533271702 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407608265504153
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.639002916295137

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5609064671649803
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5615433227331561 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281166273342973
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6259315734512085

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5713112081484621
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5695832761169888 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365354984386665
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338646691031277

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603198196133311
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5587301170808611 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.6082164328657315
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.6082164328657315
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.6021630935300147
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5956024770017738 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5951903807615231
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5951903807615231
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.589325935046687
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5885847284210305 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5763716083604201
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5756022262989685 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6260669035248666
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6243367441027896

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5792915073500785
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5756796792061037 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375887249359053
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6352138112070036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5860252289375596
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5827714750277657 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6022044088176353
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6022044088176353
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5957044278788425
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5915788642685528 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.583511108999072
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5820919313895347 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5875503942156612
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5772772850966461 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375883483162201
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6349951586975507

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5823418157777598
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5776492494949672 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397092205001398
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6378836529519228

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771197571958323
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5777417757639884 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281166273342973
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6259315734512085

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5837093076285871
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5826151939299912 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333746985728257
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6309168923142832

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5739772009751144
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5710034921914018 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281635140238774
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6263728593109046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591347985226651
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5594352009301223 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5668034137977517
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5662871819565922 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5679783540443818
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5640554021509481 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5411770812940699
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.5399539746248487 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5558100830131008
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.5548350994537485 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6535973002681635
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.6493050015202897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5560430394717754
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.5549162710550124 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6446353755928311
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.6377411682989406

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5834586304745494
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.5837849282823987 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5466580178116215
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5472850774166992 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5448644194916327
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5449751340482865 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.548366894167825
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5463030667643433 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6366371717016924
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6324657239319114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.558682616728702
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.5588915268913223 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5542357561503617
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.554637660456711 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537789404548193
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.5534227751537467 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6276151955174516

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.561122244488978 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6457707112224147
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.6386375082079866

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5319478271757847
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.5320054499211243 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6408370023179822
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.637035788745489

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5694516419653407
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5673173917452724 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5710026055794679
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5715044610105612 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6282952682344348
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6224419223842792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.545544782719513
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5453088157416169 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6360041145686056
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6292346711509645

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5647386096615485
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.563135240236192 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5512406887247835
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5492706178452231 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6260846473154392
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6206589083750913

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.563386031321903
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5620306359472191 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6282132781447199
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.622984267590211

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5613716045995919
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5617205148419476 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486616777776977
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5483653155554988 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5645819941770333
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5623488303540674 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5800183290102355
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5789207867733936 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6388126127498819
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6342691638267077

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5356628239507947
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5341079683108514 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5501002004008018
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5527570124677184
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5511389539268884 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6453603391414513
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6399254369879491

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5593913040378022
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5580309157275591 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5450095200594767
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5432097020073118 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5667355425271869
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5651346212877426 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6443888426156114
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6385214466998271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.552118346210696
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5502387158374925 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5353017373946328
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5351838145996681 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6471064094942196
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.643845238830237

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5811225125069565
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5805945779184419 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5584670027137116
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.55877259510753 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5658735968933829
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5664225978458683 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6450527201749426
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6413551782829503

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5502343973661609
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5496116997584944 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.638667419251772
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6354545968711374

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5524450943504599
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5527558577680871 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.641814948984188
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6388538175717186

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5758383920410184
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5759901806900285 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503819309706947
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6463513109115208

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5629605347346361
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5634764415447169 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6462239606159192
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6417980375655012

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.580478361433117
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5811534114084398 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6282132781447199
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.622984267590211

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5643392047252399
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.562292385997318 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6260846473154392
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6206589083750913

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5748249604639933
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5753915471114498 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6260231590801423
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.621196735592175

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5551612060788891
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5539553753971359 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6206390849659784
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6159290371185664

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5535796498447711
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5527491159504178 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6238482702598641
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6194083678704533

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.562124248496994
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5661953928999648
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.563473180559625 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206177820945818
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6164628564209711

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5831663326653307 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5586921517189132
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5577945251903322 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6446353755928311
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6377411682989406

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5469101873107707
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5477859309371323 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5498308743690034
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5507254741966983 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5402052821637842
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5412812196613739 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5402052821637842
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5412812196613739 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6433454866109649
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6373663391262793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5525838041093785
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5537739998898139 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6389022200460001

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410380374293885
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5423654637458594 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5448658753337647
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5454133977465672 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400420259308326
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5413251540914454 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457943710946206
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5467051204982346 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.54606332292925
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5471528653256813 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438914355997021
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6357580239514437

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5431327470469608
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5442169887262056 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5438271857773372
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.544971410597946 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.548669942286791
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5492926823948957 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5580143337522503
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.559065216464381 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.549959222145491
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5511512252791422 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5466560322900911
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5479116332691387 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5474687582318687
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5486518263910013 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5361898808564436
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5374783725921197 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5519341274772875
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5530250139501944 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5434067955893787
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5446219319837781 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360804365077004
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6289576306737444

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5436981415985195
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5449809003370379 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5824529838265339
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5817242348879632 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.545544782719513
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5453088157416169 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.538191129141956
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5381331065463844 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6339692137407971
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6266139671610295

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5362353765973505
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5355996193065365 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5375361876459713
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5372966362833194 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5553321860403766
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5552189950048547 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6402075790121342
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6338912556383125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5518781311411348
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.550173339379489 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.54042426992996
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5402473880574236 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.534471473360346
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5336925680808393 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6559414038242664
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6506604618064631

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5704630967133402
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5702965783804679 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5360636315230587
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5349125079563611 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5605344515735139
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5612034518929645 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5615754060076602
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5607536060452648 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5685880549257627
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5692363406454962 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5529079461785964
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5534414172124115 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6291536205188984
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6254230907113527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5636216671260736
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5621014809445342 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5566764800640926
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5568864883771918 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6357525671066538
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6303060250339142

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5607414891378074
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5613383122640745 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5504653101824086
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5497031236832138 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6482156552964835
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6445330907891016

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5785400305912178
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5788283862390059 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6471379462183326
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6436236815350895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5611514102130895
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5621670188629884 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492969692215543
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6454422987583582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.569297517427341
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5700354461673233 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376354831679273
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6340860384575852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5631692305426418
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5636032562979035 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6407666993076562
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6377222343402124

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.571509395832212
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.57218157244722 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6493438676181031
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6452152639286893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5599221325549599
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.560776358442857 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6456569008462267

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5640945400272129
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5651054189785676 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5586703066719533
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5583793883813193 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5628500259837678
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5637176566678763 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6390877117429395
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6329952040376899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5604501544522135
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5602801816061197 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5544523971382105
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5547614368812348 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.558252830587477
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5586499337859299 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537606967363031
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5548694809313203 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5562989949897779
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5570471329283502 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5767277157976074
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5719839324980642 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5817758451756699
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5789596396219578 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6260231590801423
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.621196735592175

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5628723763677772
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.560067373151923 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.57459424954237
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.570253666575342 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5786495352713814
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.57231509292934 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.57459424954237
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.570253666575342 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6347533569337728
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6288831054834905

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5810404167833312
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.575441219517687 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5558670186487976
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5543133746242188 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5667926150372047
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5588498555678973 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5774472229593456
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.570733156232946 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5826680917366056
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5792336410222622 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292753604749359
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6241444587844794

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681781071054601
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5647267793976644 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.574295177000663
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5688775054565459 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.6002004008016032
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.6002004008016032
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5933038216152028
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.587328358884163 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402075790121342
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6338912556383125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5819588461059164
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5748907043565977 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6216838216754975
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6178778658469524

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581177544307502
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.554931116215968 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5806549086793787
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5777834713339965 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5759773106620144
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5724308193396909 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291880381539048
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6249225691876616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5910127535171465
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5806101381279366 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740327423515676
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5674301262190415 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5802744578711373
f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5762335611441112 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6274531917817937
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6201344338542175

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5545162134812022
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5530678765878048 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6147758554358
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6045231984254936

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5120240480961924
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5120240480961924
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5140862827794702
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5129083685478449 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6216769108687173
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6104279815669987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5313540984956107
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.530643434776959 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6194025635162944
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6083447087411538

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.55778818002269
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5579472096555615 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6255252159928718
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.612341432518312

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5524450943504599
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5527558577680871 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6218945311773826
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6097363849924378

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5353017373946328
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5351838145996681 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6157267009594615
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6064060721426311

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5411185103004215
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5405558741397729 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6128205419337257
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6010289140682629

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484304887749586
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5487446995417921 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6173148709292424
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6055624425859397

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5341503839647852
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5345762938106169 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6224726319670306
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6126371105783678

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5120240480961924
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5120240480961924
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.512873164904692
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5124237520390753 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.620223988297841
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6105600977664556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5464668509768928
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5457004847826201 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6225634544250549
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6123086374694644

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5542192734661052
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5541631939547527 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6179038665819266
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.608810993195464

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5580409802666472
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5569166473648773 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.620223988297841
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6105600977664556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5498460712864415
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5465984532545601 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6164249186380405
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6101107170907988

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5397697043027414
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5394046559881692 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6158702720770168
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6057344271619554

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5506974921024258
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5497908061892524 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.618220090977885
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6074747473355628

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.5955419092902786
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.576783451318987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.528320038164519
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5290718968828385 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.5971891988007091
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5762036648314728

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5259342826918415
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5259926719757854 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6030934105956388
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5827062472759271

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5150405942158939
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5162183109336198 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5943557767105742
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5754879605020409

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5256989142123286
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5258708167053984 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6086449613836016
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5949688823833665

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5280685795860252
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5292096728103574 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5906831018738858
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5720609984819456

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5242276195636543
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5255725266881648 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.587494112086108
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5656699317227051

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.503006012024048
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.503006012024048
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5037459541973985
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.503358063848113 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5907702037548863
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5715869050838877

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5341262533293655
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5353999171288925 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6004831006352327
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5810368839690474

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5323471876611883
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.533630742795372 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5931651636182365
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5741900482407418

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5432068325131939
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5444373066690873 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6124465116135324
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5971416102103707

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5407445715804369
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.541957793952811 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5941665201972012
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5764090033739269

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5458110660000224
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5465928350741351 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5880636193820702
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5708695906401663

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5282874036124213
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5296016347417684 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042609801980654
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5839994800909724

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.544615658378067
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5458933816319472 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5954416690074051
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5772428145415498

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5283127439364703
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5298128591629342 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6144363153646738
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6004060989728497

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5452403321368661
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5461979241143753 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5870660236509008
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5681490495780188

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5343361348132402
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.535640865620622 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5860818039958683
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5653569264874951

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5205693538617028
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5221608484587007 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6019215128668352
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.58141060469826

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5373138516256436
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5385770903729432 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6128427439142586
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5959342538452804

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5389911690726198
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5403450022171434 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5967236331019397
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5780765341808429

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5425752844660426
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.543875129994756 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5938353597307869
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5712827407004246

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5267141686413911
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5279455904522796 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6112064256410503
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5962875471613619

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5484520166444673
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5496085077091754 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5918794758387014
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5733600806048079

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5301462016000391
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5316148991426568 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808394114432073
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.562572535013844

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5244408414819589
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.525911251640387 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112064256410503
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5962875471613619

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460061857979667
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5471386087100965 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6015279444736465
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5827787927968754

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.528756827288777
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5302426945735642 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5820666544158359
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.56388385500595

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5283127439364703
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5298128591629342 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6282565130260521
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6282565130260521
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6240287364075504
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6177634553615069

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5080160320641283
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5080160320641283
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5115528968630592
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5093599061129993 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5979428610907743
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5868852981559475

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5385675793464489
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5391558986907624 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.5991213647953184
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5877407186338578

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5533765321691245
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5540785141745562 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5991213647953184
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5877407186338578

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5329077956007208
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5343136912617337 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6014941803147428
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5894511146062931

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5163889172446771
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5180283410421753 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.596647234535664
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5909145479899891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5420259351548682
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5430292027198712 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5992260688181112
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5869677316948592

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403443662314344
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.541486381096636 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5911826456881376
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5782083177398397

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5371330328216755
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5383218845772415 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6215763331821236
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6107675689766701

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5383939748362055
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.538716803976054 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6114083852606241
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6012276610862612

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5230460921843687
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5230460921843687
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5190350197344384
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5204425655404387 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6130065294909068
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.600296838878512

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5475555344467121
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5482199252849602 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6068672481157836
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5970629369200604

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5419757119690306
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5428369121415855 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6177756881375327
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6094546344217606

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5515808423104838
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5522357481713162 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6080908641028882
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5975735958286118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5316666096342811
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5326338825536123 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6128205419337257
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6010289140682629

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5538063223857348
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5543787811193648 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5657805934449543
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5492613428847324

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5682776633769528
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5498468777354459 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5746525345679504
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5554645916009168

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5445713851528504
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5318948957154328 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5733223880916914
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5561711574774613

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.547939015285473
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.54084230071662 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5769659794850618
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5633916018334607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5442217739031321
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5370351883917766 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5657388177232842
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5482281354131109

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5600865574737603
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5485913171498492 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5670912081743665
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5515874416742174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5554988152000357
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5391289462529565 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5670148069097394
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5446691352460263

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720669659875764
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5558478935347948 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5669940263194568
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5457954002631871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5426732062221518
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5348535269781819 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5978360559390594
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.588007442255406

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721070966847691
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5582415167691283 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5695579124505857
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5506560528192925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5496749379358469
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5303150350775722 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5683029198759453
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5471515733567492

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5657090162492721
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5421435140286015 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5630279698152285
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5417102578794384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5446846696002972
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5277437836434672 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5902010522783454
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5752394175002618

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5633804226860292
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5486414511351864 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.566988334434866
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.546349894063075

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5618450737204828
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5529967458427828 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5594069783060173
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5431388279497847

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5428529581666267
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5289582454544283 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5888891842039518
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5752624624053143

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5600155083778203
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5481221535966269 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5779929563877434
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.551042837479789

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350808005676357
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5187120313170586 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5722569947290574
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5501108833960784

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591370684930691
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5398845718882018 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5864806237648188
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5735801435541048

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5733086696634315
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5571576501703716 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5658624844303797
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5507705008939827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5793693868406962
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5676898219228782 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5746825409178778
f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5549457325059818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5547249371908035
f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5310303633852573 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6123262051701726
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.603457197813126

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5397737149273621
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5409446089218214 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6077983182627252
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5996385693639289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5605736629857007
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5616577013167877 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6111790275658725
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6025851734585218

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531671704613239
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5543393578968357 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6145713164967586
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6055333381387117

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5330315281711924
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5335069291460347 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6153426968792843
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6089300030526831

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5278597640291114
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5287703555920957 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6078780114453084
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5989670912087742

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5421943645644967
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5429851371482977 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6147758554358
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6045231984254936

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.551155796516414
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5519528247444536 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5721070966847691
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5582415167691283

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5481216725066345
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5437090934292088 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.591182364729459
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.591182364729459
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5830360870365948
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5680031247054008

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5614632705032613
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5599088674297157 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5817557446468384
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5685042031924796

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5509370585482174
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5472988733217755 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875447779411515
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5780515216847597

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.555580076865762
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5536764183905271 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5793645583635522
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5672628123474992

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518446077172225
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5477782804214327 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.568508478397281
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5557613608867044

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5346616183898447
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5281807558967897 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5971943887775552
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5971943887775552
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5906831018738858
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5720609984819456

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5638185335049952
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5578816135721135 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5782477395829394
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5618964370437756

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5395107565885705
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5303762957945161 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5955144052536823
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.586651126504558

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5573641980275471
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5496530083691481 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5721237940371463
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5587047729503357

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422124191083177
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5302851823713298 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5720741777089574
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5568209439632532

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5295732774476563
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5190993119992259 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5880636193820702
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5708695906401663

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5477435407875323
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5459804590305474 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875850119351981
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5760814209401038

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5610699405899563
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5479874765358461 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5880014563210223
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5713308462922109

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5570291762999491
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5516399422343082 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5745548448941812
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5579781194650836

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.535992420066246
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5328684267432112 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5910315463252768
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5802213526594686

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5409972220736606
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5381628875728985 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5809960574277223
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5610747287188991

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5336829465264711
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5327684386582925 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696284392757176
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5551763719640986

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317418219484835
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5279311702431875 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5887271701445261
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5777323749140104

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521179833447545
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5462866769141814 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841395611292037
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5758675194017159

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.537094279771178
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5282608737035004 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5682886270725156
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5508861111182571

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5288480400629778
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5245696813903823 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5988609484041413
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5815477197213565

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5343002670898759
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.534490199440363 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.595089723388599
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5790310038878771

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390300145266538
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5377442768814417 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5918794758387014
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5733600806048079

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5277133328691553
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5267425901828394 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6097651330732333
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5962108874135097

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5386635672445682
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5370532091331045 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961778478655825
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5807376079372036

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5142844989073524
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5125274825018199 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5794436716443111
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5636694245280299

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405002552692886
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5384088374676048 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6057327216670031
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5843753556783986

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5626373330877439
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5594013490857405 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.602694719829652
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5790303240943622

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.551087249125116
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.549234749190159 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6050939507817928
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5920156758541695

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5424170705321242
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5435152024192174 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5991885786412379
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.580202093202602

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.546409887584819
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5444424243272084 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5924975615526695
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5704609668240184

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5692866263121023
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5678243125927969 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6067372810699382
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5861273599882053

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5447409500973626
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5421823854870169 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.595851550259806
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.582823519133687

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430436609947334
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5411774567132105 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.60440939177344
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5835408306285487

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5446599219600806
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5403945091077317 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6030477833191866
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5780424373888235

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533005331107167
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5497350885493896 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5944636204026991
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5839389633081117

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5617426529351187
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5615863637987341 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5973191686531605
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5757227974910664

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5445778260837368
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5418207092373039 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5965347581706949
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5729261038628212

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5570817704730996
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5540708571332117 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6027583596360726
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5899180700744995

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5227415465164045
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5229781430182232 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062420637850688
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5829656746098101

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5301666128977851
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5299962642396148 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5820184816139959
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5643687972559499

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496064592954023
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5457038688637328 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190343868886521
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4242404976015595 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781295772410077
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4491024397660959 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5162794788756158
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4210734749439277 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5575160546040958
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.423133943709817

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.529047989032478
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.482180065467261 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5212133518137597
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.46123098314538413

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406513740069212
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5010823964966201 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5352144618455018
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.42528924329256335 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5352846860591849
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.47014779669305673 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387407835743421
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.4986720012273767 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5540048269022645
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4263364433535284 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5275598314144919
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4670925336431944 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545653995463134
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.49979082541888714 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403283254157245
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46323895576066143 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5651302605210421
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5651302605210421
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5475034576194643
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5013781103283054

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5418235363450156
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4957082121065457 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5212133518137597
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46123098314538413

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5318659004854926
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5147086870911102 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.3148581732603483
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.40337414237975305

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5889645658526486
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.44681241449946235 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060958525698224
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.428759672781496 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.4832554605501515
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.4106884684056076

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.4847393394487583
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.43917478234771423 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5340099661511215
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.45956006464986104

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380561764060408
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.4934002405372393 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5639930879931486
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.44310705157078384 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5175849551504415
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4133610830613645

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5168593125776391
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4502612064442399 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5311886845586598
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4601622197273581

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5536477368162833
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.49620679055618394 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5431529600341711
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.47320805380842634 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545725818163073
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5438943068967825
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4999528260403362 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5347421441163868
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46555527681564934

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5497576716546021
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5180095009320964 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5355066980433897
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4314689033746126 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.3148581732603483
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.40337414237975305

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5431909339972162
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.47093853299862043 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5307408400543523
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4577119813543921

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5456888500615706
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5006655080864449 в дереве

комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5517236828022221
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.47285976050381817 в дереве

комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5438388514117437
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4990803136017077

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5426744160964374
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5051044843400743 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5377797537680217
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46965708812151835

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5414388098230358
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5075470364474602 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5492968042806243
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46871464421442427 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4890212577272089

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5586042303185607
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5074067702619693 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5352846860591849
f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.47014779669305673

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5276343222660793
f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4761574769945944 в дереве

комбинация ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545725818163073

/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5015318667678139

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529184072131648
f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.523052851202018 в дереве
комбинации из 4 предикторов


комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5359035574541213
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.5341795025574263 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.639770089326527
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.638485324818387

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5451725455183041
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.5439543748455022 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6450024338220677
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.6438483109595864

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5766858386816135
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.5764047194677959 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.540854342463372
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.5409661043923242 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5329474704786614
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5318697445583309 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6303165572851864
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6288339843597888

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5321805750204
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5321218237682461 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6293287057206199
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.6281276609561263

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5569898805301202
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5552041956088704 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282277034321407
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6268001979727191

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457373649116445
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.543392005211103 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6418117413494764
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6401207704400085

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5320065916529514
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.5294589287878315 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.6314761665626806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5463703553481483
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.5443044018602216 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5407041675818166
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.5397861574379024 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.5537926656897924 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5558717745628882
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5541717985850045 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6313199037847751
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6295342859632308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5633466843626767
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5626677633209618 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.555476082802721
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.553327653834034 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5474800532742503
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5436867523396159 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5537813534831192
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5467572212783565 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312980715872707
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.629318913725879

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5558100830131008
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5548350994537485 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5506065347918866
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5483599801827362 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292899141299824
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6279214745227206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5474900489955098
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5453335178847549 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6313199037847751
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6295342859632308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5542799379463271
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5529937319724922 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6449606335863787
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6434659646361486

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5476451853116286
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5461051880110012 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5484660805796507
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5477018042329169 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5605969794043502
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5566809038282821 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5326380870109838
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.530374315676739 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5373670328385052
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5345284178767323 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5435426339511277
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5433057708770425 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5597128372286226
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5573799962987278 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334952513723099
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6321918395249118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5379962356456105
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.535453082561235 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6367629716675607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5518433068260757
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5485958168966105 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6481043608395809
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6467987877572646

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5424826668532798
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.539545389111825 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6512024381265327
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.649367825251078

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.551988734578662
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5477310954712816 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.651205004137555
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.649560563531257

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5416082495007079
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5385683212143173 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6532864609879471
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6515920964962932

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5504700454547012
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5475359246586915 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6553828035217354
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6532394210046243

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5474800532742503
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5436867523396159 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.653287549028975
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6514004755394774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5352680062054751
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5332802184783132 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5396112905807752
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5365707814793141 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6470276402352436
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6449027370083436

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5529676978181527
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5496129776317117 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5770311990128567
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5707494938296969 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5605969794043502
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5566809038282821 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5583422949343636
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5546555694223423 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671146213996621
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5627168428215104 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.556212071782748
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5534840084900512 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303904356336337
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6292452338808951

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569624935769827
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5536075410230047 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5583422949343636
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5546555694223423 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6314514379076624
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.630361399533407

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5582469191882143
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5537408292203577 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5364005118671077
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.530823863498647 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334952513723099
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6321918395249118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5441047635812165
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5406431231021589 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5432315509064752
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5396615372004089 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6199831513816729
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6190875690557143

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5456345545617409
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5407853775698829 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282662181996659
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6270086720786828

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5539880075190746
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5497278676767066 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5327876838113346
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5311451434113824 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5387784824082498
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.537143286566034 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335713785604807
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6325895435865799

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5436510648580173
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5421061147776179 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6263914795883903
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6257799557279584

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5297653965493835
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5274057296823887 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281378935656063
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6261539668862873

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.539179349181953
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.537953774514522 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5393637792543247
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5365261499888493 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387162630352021
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6373713657410399

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5272493861160557
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5236844972767787 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6200443980253847
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.619293560498637

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398598935882708
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5366116350443084 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292899141299824
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6279214745227206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5466078312202113
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5427023737688136 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5493475113334215
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5465148105494345 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6251621600689302
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6240634823873407

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5703288211842705
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5682883807096835 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5324722437575882
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5316912486305423 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6294190979093093
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6285297595378125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524668901050566
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.549533558545408 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376904264718108
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.636454343497142

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5503634329875019
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5483017316684651 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6261007731608202
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6245533236563863

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5373670328385052
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5345284178767323 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6439795812659187
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.642927447225699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5593476111292934
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5586647222529615 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.651205004137555
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.649560563531257

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5626737582296556
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5623850175116475 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5506634035565487
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5503681301206629 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6397092205001398
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6378836529519228

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5341485146452015
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5322482644709924 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5453540185017827
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5425193463252004 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5493475113334215
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5465148105494345 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.528793818080058
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5271463813082812 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5513442577492409
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5485125426615516 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.562101585969304
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5602334110411038 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.519996384528334
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5194842955874964 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6533594979696009
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6525023328580831

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5824786274266924
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5823162545096854 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6450306455607845
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6440345920339118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5341485146452015
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5322482644709924 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6470768453797676
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.645877665313093

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5494865574473126
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5473320518720747 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6449790866548911
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6436587726267242

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5533410041650602
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5505102747736684 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.641906876965229
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6408986259031177

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5569624935769827
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5536075410230047 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6419828905122072
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6412678297772014

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5522187433358613
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5494883396622217 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6492305244245381
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6484498819293143

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.556750878198995
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5551377160299897 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429280222643677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6418189566060797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5628301089606679
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5604035227750137 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.641906876965229
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6408986259031177

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.545350854812452
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5446540785149604 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6491512569374673
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6479070196665996

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5736069682601019
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5720991640279923 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6470569773740166
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6456892069707315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5560430394717754
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5549162710550124 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6460090778906754
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6445782687821221

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5469346311176382
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5458736410886372 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6439520801884094
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6427390037084976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5582263095471427
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5581707158068449 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418759398628237
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6407091116841139

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.562101585969304
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5602334110411038 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6491348680931421
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6477196413147389

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5682955166802652
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5686806171089769 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641906876965229
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6408986259031177

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5616246068992681
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5601019443278427 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6429011959357656
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.641628338282717

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.534608976753389
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5348310647217579 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.548651933405655
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5488663343206704 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5638623844754416
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5644152950581178 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.534630399828132
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5359982462863361 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5495444280209543
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5498086465059216 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315433554617805
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6307545192902114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5528467478865737
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5539475415958718 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5422349569268406
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5416047966430899 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5274706047218801
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5277502728380603 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6314119785464649
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.630159750240519

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5647653380881463
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5653535222204674 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5535208246500488 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5305626220102663
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5312242375911277 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292899141299824
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6279214745227206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5325745464854357
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5332318425693242 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5526937912371299
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5533078923512886 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5421943645644967
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5429851371482977 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5462052013040307
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5461481502505685 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5529079461785964
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5534414172124115 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571201111830355
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5565713556512406 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5511022044088176 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6262780701827613
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6253848635306588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5502343973661609
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5496116997584944 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345896330592634
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.633506600906688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5589394993122203
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5594624318117946 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6293287057206199
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6281276609561263

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558252830587477
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5586499337859299 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.543749126230657
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5439137877398651 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.534471473360346
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5336925680808393 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.552047157882032
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5509155184352822 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.554666855114251
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5543737592509911 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345896330592634
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.633506600906688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.551551139229961
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5518139532029999 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407977198855943
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639402898706076

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.546869458005763
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5469796488762675 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495490802562839
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5493149054707656 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6512130136501284
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.648972619678735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5617993382489852
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.561956758774332 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5475377168119475
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5478033398088433 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6417940629863078
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6392896345454729

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5557826009095425
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5559424350961765 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6407431770179426
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6385895505595943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5566685808931021
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5563765738161551 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417911057224167
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6395024600520911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5503503710434798
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5466673285151198 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5593636931564139
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5597146590746338 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5533992131116511
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5520313353980689 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459883193764749
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6435758785825759

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6435758785825759

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5513260963112279
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5512119589238175 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.651226229512997
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.648770126600169

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5740245066256204
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5729196578437983 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6532939496686896
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6512056346175549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5580069608248798
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5575251221868198 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6533057003575706
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6510075610139309

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.582554636166719
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.582839544465301 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6512130136501284
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.648972619678735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5544637693879242
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5537057625838073 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6564555498292878
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6539605967788419

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.556459699925961
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5567670159943825 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6564555498292878
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6539605967788419

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.55778818002269
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5579472096555615 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6532939496686896
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6512056346175549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531197109623821
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5525674852733736 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6501855330305334
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6476492971130609

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5774348961450155
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5777673609804576 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.636535568022475
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6340856535939616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5585106211064008
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5570672691910458 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5495490802562839
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5493149054707656 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5535208246500488 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5561116421141391
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5542365939189372 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5645022325441987
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5630663580959078 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5696128478064906
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5681000907946091 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5551199110727087
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5545694204623071 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.636540398725446
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6343031992157416

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5750561024091102
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.572440669897462 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5615778387000344
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5585437185643466 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5739340996015647
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5714180052016555 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5493230514466535
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5492084408832988 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396924988953874
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6374657507868485

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529079461785964
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5534414172124115 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5512406887247835
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5492706178452231 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693452942127516
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5686723249229623 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303165572851864
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6288339843597888

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5433513181957604
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5426525579809601 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633466843626767
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5626677633209618 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5655717565398997
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5625387980343526 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5790492985713644
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5764365514872052 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5599582636186936
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5574316463970475 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5664448026575442
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5635169957524241 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5619548116162467
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5594296976548486 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323260976783862
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6300086135225851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544637693879242
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5537057625838073 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333746985728257
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6309168923142832

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5407754152738881
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5391426676175847 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5640086307664396
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5635315684919759 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438897125494458
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6415391693173333

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5689144549788876
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.56787976420769 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5566685808931021
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5563765738161551 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.543497032091904
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5413364499101154 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5626737582296556
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5623850175116475 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6449471054192054
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6432698743858792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5732151313331247
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5736353653485264 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.642842266820359
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.640832854337952

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.569789496057194
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5694434827715497 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6470420904367707
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6454974976011846

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5636216671260736
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5621014809445342 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6459948883273794
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6443843752312682

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5598068973477669
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5588365817058496 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449385342565067
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6430704890692762

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5862405737063743
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5849941806903451 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6395024600520911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5791223123966297
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5785926427295085 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6449545087106527
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6422397337367144

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5368442654351113
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.536957074736362 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6417930896366555
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6397119154697356

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5130260521042084
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5130260521042084
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5144791773327677
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.513679373577871 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5299023198060329
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5304295770924219 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314119785464649
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.630159750240519

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5329474704786614
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5318697445583309 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5328341884068506
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5329480450803998 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.642842266820359
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.640832854337952

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5254163411959677
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5261328994100026 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6470330085149752
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6446978961839392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5313540984956107
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.530643434776959 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5279986111170805
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5274928906610382 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6333746985728257
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6309168923142832

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5428593809775023
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5429706192203053 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5391183101900948
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5385539389508396 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.639770089326527
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.638485324818387

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.525286513071761
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5251662243970747 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5271171095281344
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5265423278172388 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6343031992157416

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5446582262199954
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5443596864251706 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.546423185987208
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5467391204286443 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380013943530135
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5375036345029652 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6377236592116523
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6366493276353469

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5373527083456855
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5366479963789597 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5431187104107483
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5425578093287065 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5524645397851664
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5517044431335106 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5499884606276149
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5500437837571409 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5488869107561806
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5494274074794893 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323567350218992
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6304450897271345

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533819086303201
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5541047374802012 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354860559107041
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.633175899537769

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430774289616754
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5435390381966577 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376904264718108
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.636454343497142

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5370741482965932 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5495490802562839
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5493149054707656 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.550212237385068
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5501556721026608 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418283426756896
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6403201966624829

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390590686454821
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5395261945764086 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449385342565067
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6430704890692762

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350298223733676
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5358793834796806 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435302265829405
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5442041023986043 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6522465973657212
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6502868503710818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5580409802666472
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5569166473648773 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.651226229512997
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.648770126600169

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5424683917713774
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5416978458820265 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6522662754885357
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.64988954497624

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5748483850416882
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5706833321615125 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6613226452905812
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6613226452905812
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6585799603386501
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6557961341740304

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5523599718071788
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.550300396572587 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6603206412825652
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6603206412825652
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6574910737724554
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6550774436843223

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.558682616728702
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5588915268913223 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6512130136501284
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.648972619678735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.573359589821546
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5732506573695229 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6512447827551652
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6485643557922866

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5604501544522135
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5602801816061197 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5354974495579071
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5357714996263736 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470276402352436
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6449027370083436

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5548926896603619
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5544734489884774 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5675722231298269
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5667569736164 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5404691621686195
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5396965264317297 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522447068049141
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6504806430844464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5397379680043617
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5399042386210948 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491296190139861
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6467340113920542

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553321860403766
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5552189950048547 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6480722564135446
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6460210989530032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5562989949897779
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5570471329283502 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522465973657212
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6502868503710818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5602298275876614
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5601744767328908 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.555347870270058
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5557029475400064 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5448658753337647
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5454133977465672 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5763296655544958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5767051637674145 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501596261624722
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.648253634384867

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5840652127032938
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5841161921140612 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5658104964752805
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5659663078931024 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522447068049141
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6504806430844464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.548669942286791
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5492926823948957 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5754269847018376
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5757615052131437 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6522465973657212
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6502868503710818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5641987286765215
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5614753461457102 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6532864609879471
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6515920964962932

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5693781222480542
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5680302162767092 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5795813117820654
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5793605784393813 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449790866548911
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6436587726267242

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551612060788891
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5539553753971359 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5508908301598219
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5504687159456773 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5638623844754416
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5644152950581178 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5804798630449932
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.579063928508872 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5562227915066239
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5561669548807988 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.570028625035877
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5689189052240681 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5668231369250428
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5643998543861499 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5665784883749114
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5643472375214004 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396984524662793
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6376763895684344

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760224474204921
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5749200341536633 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5629199575621832
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5618780942661303 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5740245066256204
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5729196578437983 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5509997002947984
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5492069488080912 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5749604212360856
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5731959360112081 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5662332782448012
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5656255059893036 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671475987515914
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5659565760590963 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5467662138708033
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5451408107722366 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5629199575621832
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5618780942661303 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.578717139721017
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5771309075970463 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6354860559107041
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.633175899537769

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531634739667721
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5519551752868092 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344308328504306
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6320471335582732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644553313566643
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5642867403158588 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5345441753552093
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5330709135715993 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428397875169534
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6406256657677092

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637058293191879
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5613765651809063 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589598914563977
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5556048227186513 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6375887249359053
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6352138112070036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.583860782094599
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5807161620968679 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5716909187673191
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.571644848941297 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5664887254343438
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5675351452862201 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6261007731608202
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6245533236563863

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5697806194399381
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5689452997500026 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375887249359053
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6352138112070036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5733476995231273
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5713408395293207 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5697806194399381
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5689452997500026 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651398451550709
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5640170400082958 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5836540155976575
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5797992939710931 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386403031945195
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6361241736296497

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711556418281729
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5666430635901363 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397092205001398
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6378836529519228

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5616856274805838
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5627564568162824 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291780488351004
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6270621645300651

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5675300202527069
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5666270399609388 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354815234445228
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.632956025505917

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533153534483297
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.553429831032199 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629225266614399
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6274987600619298

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5631441135390209
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5638034156450299 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603150448110849
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5598905637295806 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5647243166162983
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5611269707466041 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6062124248496994
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6062124248496994
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6003217348725002
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5976574638029002 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.594188376753507
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.594188376753507
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5883279145426709
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5876866703567202 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282277034321407
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6268001979727191

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5852707185372517
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5767224868041875 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5971943887775552
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5971943887775552
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5902990521052993
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5865850695691056 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5938114036747493
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5933568027570718 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5773695974420237
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5764921894399666 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5768235110418465
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5751344719547165 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.626138849579095
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6247664115856494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5719004852738988
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5709882130213296 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.641814948984188
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6388538175717186

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751384670025662
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5741864618914966 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5734506761871181
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5690520423207361 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5896374612682515
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5892903707846426 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5733476995231273
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5713408395293207 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333833868855029
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6311379878685344

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5854540694679191
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5835989256532478 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721494573524352
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5715214784749202 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5810959153746925
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.579229561381659 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354860559107041
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.633175899537769

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5713308788018463
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5673228252772402 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5686234152361992
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5687153619427395 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386403031945195
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6361241736296497

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5686234152361992
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5687153619427395 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323176219040495
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.629785166809012

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5666284645969255
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5621561895549237 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626044989387058
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5610858356903091 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6423008468545326
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.6362096112311062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5817974127589749
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5814590134849017 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6566409098805547
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6529222350909178

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5788022208181677
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5763888492195585 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6355549980552813
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6315636957816584

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.567800526017099
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5668395462100518 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5600499244102239
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.560530245227523 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5676988214097531
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5653731340630849 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5664994363567982
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5650660543975281 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5375041607669139
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5377768063234518 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5391183101900948
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5385539389508396 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5643392047252399
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.562292385997318 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5557802599051161
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5554253636059722 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6546307469049506
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6504397350628328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5682331383546313
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5676272317681548 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.64419314222939
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6392697933170954

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5484660805796507
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5477018042329169 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6425478769399741
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6354140932984483

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5506974921024258
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5497908061892524 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.558275017416333
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5569937880622241 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.644465293697493
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6382649241620039

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.550212237385068
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5501556721026608 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6415019821331999
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6342480502785308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5479839457996337
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.548039524442028 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6447291310637635
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.637473900680943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5502186817132464
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5506253871274923 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6460637994254763
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6427140655347683

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5664994363567982
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5650660543975281 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6546920217256387
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6502143000893685

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5698216547015756
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5699758570118729 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6568929231765572
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6520323793493441

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5575775279262156
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5567513609978413 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6535412182681661
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6495294192337663

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5658558831172715
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5641679465987937 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503819309706947
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6463513109115208

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771221122863031
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.576590707540575 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6546307469049506
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6504397350628328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5638590614063949
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5621687169960359 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6547591306644297
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6499855109925754

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.562008074119253
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5615294197235906 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6558629911995
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6508936263531525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5804798630449932
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.579063928508872 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6445474509170764
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6380048370356347

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5628500259837678
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5637176566678763 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6391588816862989
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6327296084228549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5848845828398404
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.585429572002432 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5624816082892128
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5627837533338251 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6446353755928311
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6377411682989406

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629097661188059
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5630157675001165 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.568924881661197
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5690293119840598 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5786550591160737
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5792774515861605 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5642676366213418
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5629938721968214 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5426335234118268
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5428512187782794 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5467001622941823
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5457889466887124 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5517776210045225
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5514201867015214 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5335318901092005
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5332905465541705 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5548896120622845
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5549977081881919 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444294468344106
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5442539467671629 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5537789404548193
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5534227751537467 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6366715138655838
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6322202515792384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457547053438045
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5459185622992504 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5332986925300585
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5331802965591494 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569254601454787
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5558764243245703 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6276151955174516

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5479839457996337
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.548039524442028 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5575576753298256
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.557327084929063 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5422349569268406
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5416047966430899 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5439712019546554
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.544476555555469 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5446582262199954
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5443596864251706 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5557802599051161
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5554253636059722 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356187970433984
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6310713795288476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5475555344467121
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5482199252849602 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5573352309049511
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5572225130453734 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533291411758022
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.553215476964336 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5279986111170805
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5274928906610382 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6369205343383562
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6309391547605901

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5624606877989555
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5617110403849949 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6408370023179822
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.637035788745489

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.561120511403689
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5605752260291075 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6398225830795364
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6356574324951957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5499755236309286
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5474413901080418 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5366513231045908
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5363484281645143 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5471702776304211
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5459545749558289 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6457707112224147
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6386375082079866

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5219258054779845
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5201848953381215 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5339094560033625
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5347988798275911 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.642229773738372
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.636467591283349

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.531062124248497 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513260963112279
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5512119589238175 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.546869458005763
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5469796488762675 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6407431770179426
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6385895505595943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5769029169133317
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5764994807238786 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5720265658307487
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5709192815339331 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6408370023179822
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.637035788745489

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5702602558263508
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5689939563314187 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6397886734140645
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6358955872275297

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5643392047252399
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.562292385997318 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5684416473078995
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5655146296391408 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5775669183334382
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5767625862349591 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6430020971432179
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6388462426427431

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5807987348003552
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5783870150251267 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6398225830795364
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6356574324951957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5660327434461339
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.564918152604338 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6387392802783808
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6347538487916694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5753626346861204
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5752541754100415 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6334212055431537
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6295168274248899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.563656765901799
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5642832168303838 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5840141972383058
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5835530561758303 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5731462925851704 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5751385272000594
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5739573765004033 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312724743788795
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6277134655921933

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.589178356713427
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5883808888658417
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.588741983755071 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5739184465651483
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.574451808996871 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6360041145686056
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6292346711509645

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5580409802666472
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5569166473648773 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6305220402658774
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6242241894470517

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5552338593546107
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5532682176869507 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228208252678881
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6177117948530266

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282132781447199
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.622984267590211

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693535000923973
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5692436212884856 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6304679909248075
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6244994595919944

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5591182364729459 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636986158995926
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6306720712151397

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468763930449726
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5474204026130283 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6360041145686056
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6292346711509645

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5526030289897648
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5503583873500691 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282952682344348
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6224419223842792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645819941770333
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5623488303540674 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6348788033963167
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6283422805216045

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5709001276625217
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5704923811596783 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511657418546552
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5499549751764824 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6359332242935087
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6295080130330074

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5542154075593048
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5514861740761364 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271879632973077
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6215505114463454

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5616246068992681
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5601019443278427 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282132781447199
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.622984267590211

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.562101585969304
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5602334110411038 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5558717745628882
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5541717985850045 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6359332242935087
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6295080130330074

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5526961570065476
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5517917359395224 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238343446666117
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6196694210983659

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5585106211064008
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5570672691910458 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6271879632973077
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6215505114463454

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5656187273528794
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5641010175612259 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6250555351693557
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.619216568950591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591203112933623
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5585732908401739 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5402971598013064
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5389935356584317 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506580700702645
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5508713728348008 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5442922392713122
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5429935917481633 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104209
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.648179221516492
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6447556994459982

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5747232739897403
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5731321454939451 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6376354831679273
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6340860384575852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5738328129278709
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5739854061306432 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5715727167085236
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5713483989810837 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5771221122863031
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.576590707540575 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312724743788795
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6277134655921933

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5807140725866554
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.579130288648597 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5726828060477661
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5718010334422223 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6398225830795364
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6356574324951957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.598704822248976
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.598435679684601 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6398616659935189
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6354157708128808

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.567615787579685
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5661005541779174 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5464668509768928
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5457004847826201 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5479789756333755
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5454433388502407 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5541149941624176
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5522376548782149 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5527165341196765
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5495751029515393 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6367109445501449
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6319712187986884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5506974921024258
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5497908061892524 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328659
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5572304446695243
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5552670176078146 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432745277141709
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6376218093876362

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5467662138708033
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5451408107722366 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432745277141709
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6376218093876362

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5625854999791552
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5603504231867343 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5494865574473126
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5473320518720747 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551612060788891
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5539553753971359 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5461284023555312
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5442418987153259 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589236259510469
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5578769809717571 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.541310871988356
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5411943687212241 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432091322532926
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6378737300761995

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450095200594767
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5432097020073118 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5538116758457677
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.552834358327698 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5382996200663034
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5369935076135659 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432091322532926
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6378737300761995

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571589381910061
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5559555755074626 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.644465293697493
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6382649241620039

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5286444199891862
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5283371699038579 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5574725912545238
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5553261878213538 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432745277141709
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6376218093876362

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5388719411744185
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5364255331081961 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6433454866109649
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6373663391262793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5545162134812022
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5530678765878048 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5348833921576619
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5344497837744764 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5560430394717754
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5549162710550124 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6410031445113226
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6360718180321292

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395383364143568
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5392996811478937 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6465479114928508
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6405753021163053

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.53215186669348
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5302493254302701 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.647587369872678
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417280778365015

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5377683848524447
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5374020675359439 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390877117429395
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6329952040376899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5375361876459713
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5372966362833194 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6471064094942196
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.643845238830237

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5875616135370494
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5867681988535179 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6483048724492497
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6440777088628661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5628964086614419
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5624829150740779 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6460957894625229
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6424901775177746

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5635743450483824
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5627547285689766 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6439483773344606
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6406724316235386

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5664579198088895
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5662900196707287 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104209
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.648179221516492
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6447556994459982

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5711215119553228
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5705849019737748 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5542840477861662
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5550382763883426 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6492555779599728
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6456659527010775

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.591182364729459 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6428799360365107
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6397632358368871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.562270096886339
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5609938441519556 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418842991021831
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.638174462608897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629097661188059
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5630157675001165 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.641814948984188
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6388538175717186

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751219121759762
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5745887723516417 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471379462183326
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6436236815350895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5473162244973462
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5476795244707514 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461758226904534
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.642032178454032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.578012527296746
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.577546609870674 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5451725455183041
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5439543748455022 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5607414891378074
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5613383122640745 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6450203144766924
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6415814103691014

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5764552950182603
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5757202765370725 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503355211304443
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6465760040604287

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632502771236988
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5640079056930335 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6517336444142667
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6463233161157311

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5827562567040149
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5829519890608864 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397175331524293
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6365891638010787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5497763015542256
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.549417598249296 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6396913939611065
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6372517228762382

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5700881777761904
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5682291672039929 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6493438676181031
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6452152639286893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5549272943399106
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5538758676773836 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462239606159192
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6417980375655012

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5597828988057097
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5594305405104226 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5738328129278709
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5739854061306432 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533819086303201
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5541047374802012 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5623438366006126
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5630737025483725 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450203144766924
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6415814103691014

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5753439040628264
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5746768865249631 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5724656851655655
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5722998577353374 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6496627529177688
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6440288508114483

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5660794453310622
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5665503788545432 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6238897900115071
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6188751042941916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5791223123966297
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5785926427295085 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282132781447199
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.622984267590211

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5613886676798526
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5600307758373891 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228208252678881
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6177117948530266

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5740245066256204
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5729196578437983 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238482702598641
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6194083678704533

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5636216671260736
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5621014809445342 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5785400305912178
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5788283862390059 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637058293191879
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5613765651809063 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6260846473154392
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6206589083750913

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5703040538988229
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5706867537735862 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228480913923656
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6174369300490231

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.567800526017099
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5668395462100518 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6250180273448366
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6194937207476843

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5653462209793684
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.564669283854962 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206177820945818
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6164628564209711

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5756316737380421
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5758776335679395 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5635641216349818
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5633362195227862 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6206390849659784
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6159290371185664

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5562339776956511
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.555616877095048 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.621710316921635
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6170904671433096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5585106211064008
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5570672691910458 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.588015310532679
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5875573537126012 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444676213741352
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5436991653323233 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152410536838743
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6109310644700117

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5674551335135378
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5653188577579524 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6195663018782943
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6147659409981721

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.567604828902015
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5678564067796263 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249338340037865
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6203026588835316

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450095200594767
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5432097020073118 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6238897900115071
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6188751042941916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5611544024152403
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5599559757281161 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303360012386494
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6253030040410402

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541149941624176
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5522376548782149 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6370571849615364
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.630401326058881

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5777925618537639
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5768432518403047 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5565076498973897
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5571870075166988 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457943710946206
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5467051204982346 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5433110824070468
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5440620513874129 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5503192009785833
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5513408420372209 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6427413612921752
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.634865592196145

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422861487096219
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5435244069373208 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5383870423548299
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5391130078235029 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5468763930449726
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5474204026130283 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400104373615596
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6346695853041548

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.571312809874355
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5723114270117533 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6445474509170764
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6380048370356347

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455346236272531
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5468052909548327 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5339389414300223
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5352766945849591 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5466560322900911
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5479116332691387 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5374441524180806
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5388053020451585 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5554774207673225
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5564496364277053 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5436165901233969
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.544798654708047 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5431624414177404
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.544167489770368 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.538610319910944
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5392546575039135 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457547053438045
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5459185622992504 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6423008468545326
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6362096112311062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5529623840983402
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5538154518579708 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6427413612921752
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.634865592196145

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406801330120049
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5418648564923739 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5499073920523001
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5510116131121323 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355013048330718
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5367419937294282 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.633624590665974

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5334724835104906
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5347278284847737 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504674473832031
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5511623409523002 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6447291310637635
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.637473900680943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455428805148262
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5462120138417823 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360804365077004
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6289576306737444

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5431327470469608
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5442169887262056 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.549783897549852
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5503641755438636 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5559875983272626
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.557051815626319 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444121510240705
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5456975112000368 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504674473832031
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5511623409523002 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6433454866109649
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6373663391262793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5361495229536618
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5369585675282752 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360804365077004
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6289576306737444

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5467845064772716
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5480136517114658 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5467634404492893
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5479061990441229 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5348974323590827
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5363040791597118 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6391588816862989
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6327296084228549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5418673464770051
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5431542015627829 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6445474509170764
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6380048370356347

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5469713695659196
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.548075842458579 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6429637186430125
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6390806575412893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5547502384741295 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6366715138655838
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6322202515792384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5715727167085236
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5713483989810837 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5722328585742914
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.571630683325857 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5769571479811928
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5751950182781348 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5893517586685582
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5880288173750098 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6377623833398963
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6331209829759096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5484732008043459
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5455382907719748 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6430948105184779
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6383669883216466

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5751503006012024 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345009695352692
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6304181792184401

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5887018040492089
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5871278128547993 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5873411237629762
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5866860097289639 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.636583569667922
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6329460511538891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5499755236309286
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5474413901080418 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6440901681037916
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6397511692087327

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5537789404548193
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5534227751537467 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5718272338147232
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.571980631571258 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429637186430125
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6390806575412893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5536363659920456
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5521037978610761 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397598911350553
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.636130250533241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5714481504171435
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.569315925732592 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6375927979762028
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6347730697476702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.554463734755412
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5515311924321246 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5528917599100919
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5524710824670772 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6408370023179822
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.637035788745489

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5490981963927856 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5522342574759909
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5516134255373455 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5497763015542256
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.549417598249296 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6390877117429395
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6329952040376899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5425329906056064
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5410696987780815 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480512762922888
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.546914765815552 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5484660805796507
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5477018042329169 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5473200065820791
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.54720492284278 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5406547746622931
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5403540572948425 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6327653592703752
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6260057528200188

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5486100405940085
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5463615730154032 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6350256297482018
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6277866558954359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5528475390497306
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.550412693747173 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.558682616728702
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5588915268913223 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5553965767537015
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5540311955078989 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5593476111292934
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5586647222529615 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5309493046730933
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5298691879111443 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6327653592703752
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6260057528200188

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.546423185987208
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5467391204286443 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5352544214284282
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5360279025131822 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6359332242935087
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6295080130330074

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5478164543437687
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5468321349495463 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5404012776239562
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5407223830892016 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281795801593959
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6232498698166078

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5365413791678085
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5350706098732199 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5471702776304211
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5459545749558289 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402842999431699
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.633624590665974

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5525190096686029
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5510681802861843 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5655662704033674
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5653392643873607 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.543497032091904
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5413364499101154 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5454097585434495
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5440318949587486 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6338228604448161
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6271748637684698

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5415175831849274
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5417874197176084 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6347533569337728
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6288831054834905

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5368843219079319
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5364521502958766 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6391588816862989
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6327296084228549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5587478110646333
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5571370970815402 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348788033963167
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6283422805216045

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5383842000694409
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5363097422437341 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387055026776948
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5377852276876324 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5603461270858862
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5582950561890743 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6483048724492497
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6440777088628661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5884863927833683
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5883260925742944 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6549110737118794
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6495178105524053

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.561347147745985
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5606662427869616 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6559414038242664
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6506604618064631

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5822321591234417
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5816393122201127 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6451819803673847
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6406559027857963

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5694032503723038
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5697439379112025 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6483048724492497
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6440777088628661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5947930766916714
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5949822201456686 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6504915456401745
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6458917742790383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511657418546552
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5499549751764824 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6549960239647306
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6492788687058078

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5848845828398404
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.585429572002432 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5344165045732839
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5342375499928148 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6377623833398963
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6331209829759096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687376
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5482873187413183
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5469936478378948 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.554463734755412
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5515311924321246 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5331861528456018
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5319531741835416 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6366715138655838
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6322202515792384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5431187104107483
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5425578093287065 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5283119213912887
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5269933673892369 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.630213646548707
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6265690610895219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5407041675818166
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5397861574379024 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5622333456281801
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5621782376589369 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5683886782114475
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5691002721683949 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6259804446472005
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6217197207150863

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5533819086303201
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5541047374802012 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323450549811256
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6286152580150588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5604501544522135
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5602801816061197 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5746282574399493
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5752610072098948 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292414349631502
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6244074950037096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751537723194284
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5759236952343776 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5548926896603619
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5544734489884774 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302726446083783
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.625820319948527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.546432035286636
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5462572261220323 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.630213646548707
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6265690610895219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5746841129027623
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.574401904902632 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561347147745985
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5606662427869616 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541149941624176
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5522376548782149 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302726446083783
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.625820319948527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.559577984065988
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5598351799913132 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302285652024232
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6263230897914976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5582263095471427
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5581707158068449 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5613413206340997
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5612295491264108 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5612345303558179
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5619987255349368 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6227525654646907
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6190299627595273

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.551992975455596
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5520480430722537 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6259804446472005
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6217197207150863

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6259330465766174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671211117346692
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5665810315959078 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302726446083783
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625820319948527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5680306842410054
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.566918528914203 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.56312625250501 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5596275466724625
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5581024077111509 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5457736626536319
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5454124213448454 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.555347870270058
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5557029475400064 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633370646968218
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6306923219236218

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.545648125084823
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5441056513943096 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6315992298501877

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6366078718459623
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6327076518661326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5669162891733195
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5658792075605035 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6460957894625229
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6424901775177746

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5640945400272129
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5651054189785676 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5818551293804612
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5820045043681842 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5587295646626381
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.559330707285878 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6439088229313119
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6411125582724522

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5776383849470488
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5778829402650177 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418842991021831
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.638174462608897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5724185726186707
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5731179852484101 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6451819803673847
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6406559027857963

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5742407358317032
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5749890413975618 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6471379462183326
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6436236815350895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5696947276974565
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5703069511599177 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5643587838042242
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.56508255908838 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407533749732836
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6379441713972432

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5734889119439341
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.574401294108576 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5685230869346138
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5695512984550487 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.647377008287074
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6424648128165855

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.569820962058859
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5706807711089881 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376354831679273
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6340860384575852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5622333456281801
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5621782376589369 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.641832955243445
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6386307977123084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5632502771236988
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5640079056930335 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6493438676181031
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6452152639286893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5700133907409167
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.570827242689016 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6456569008462267

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5823552772101688
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5827235737612428 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5600075174720665
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.559527270955205 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482156552964835
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6445330907891016

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5614385696089388
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5621388863544318 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6456569008462267

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5572030368200563
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5579803652187435 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641832955243445
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6386307977123084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585210507354518
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5591952297048317 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6451335055756363
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.64089243956828

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5829279343974769
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5838313025719943 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6372201898700335

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626522053437827
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5635669053067229 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5568936194106318
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5564758155098775 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5602336979153112
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5596203286527501 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63147861263973
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6259330465766174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5535208246500488 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5442093117681082
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5449939936883051 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.552227218931804
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5526315237921016 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633795160427698
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5637263706092615 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.635867707107192
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.62977767424099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.558252830587477
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5586499337859299 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.543749126230657
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5439137877398651 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.547812622731812
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5487152973474665 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632502771236988
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5640079056930335 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6259330465766174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551992975455596
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5520480430722537 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5515512290246694
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.55131795033534 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5473162244973462
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5476795244707514 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6414139480919755
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6345194171334337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5613716045995919
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5617205148419476 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6316416063210265
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6251150563859752

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5700991259449544
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5705638012725568 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5528467478865737
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5539475415958718 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518491260061945
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5527356510459299 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548896120622845
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5549977081881919 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411181066349173
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6355686751632036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5494118967846083
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5504149376035925 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.555817534803676
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5563860839071153 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.550735292949102
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5516545504006286 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5762395670100215
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5733697750017964 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6260231590801423
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.621196735592175

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5499219223527517
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5480395045678238 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302726446083783
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.625820319948527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5620768301464365
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5576581668384398 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5730024712448577
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5669428287162985 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.573020835260926
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5721441907255087 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6249150623283504
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6205648579565757

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5729004863825425
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5718741302010147 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6291880381539048
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6249225691876616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5623442252805156
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5604749408736536 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5719879435136036
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5664479844407313 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5784067444146049
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5754258242788962 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6281506840361816
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6235117816939525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5547465630484054
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5516588733021598 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6249338340037865
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6203026588835316

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5631428820973982
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.562256492509502 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312874130310261
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6274699590681212

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5798855533344537
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5777816899052367 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5755852777855788
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5707801226489415 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6291880381539048
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6249225691876616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5734506761871181
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5690520423207361 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5622963699133608
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5583689454725255 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292753604749359
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6241444587844794

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5710888220117404
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5689922073813062 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.568385236731131
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5653806422936306 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5800149137429848
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.574917181707747 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6318344649396513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5736176172109815
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5697198186621869 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6216838216754975
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6178778658469524

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5452432162555582
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.544363190660238 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5590374680133144
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.557237654853899 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764904270369995
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5758602961401708 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291880381539048
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6249225691876616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5819970459216164
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5752508799639475 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6276151955174516

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5610693251779381
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5589774300620981 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5951903807615231
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5951903807615231
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5890380613843752
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5878444697711138 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6270298405968977
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6231264147728655

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5573453203802924
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5547491568084931 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292753604749359
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6241444587844794

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.594188376753507
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.594188376753507
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5867013189977744
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5814534223978373 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.579449372342944
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5763011160757998 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323647673688464
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.628370634504969

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5833625564354887
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5781870639111357 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625563488605702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5723889510430406
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5681875784338775 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5778675571240036
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5731858356797697 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6270637024452348
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6226158587243779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5703711439933047
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5667896856564432 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627044451857407
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6228729657405997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5628723763677772
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.560067373151923 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761499236654871
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.573061029399117 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5725641808811492
f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5688525919152221 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6250555351693557
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.619216568950591

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5510969254355846
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5484653803590018 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6342296679925795
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6257444047446842

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5464668509768928
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5457004847826201 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6274531917817937
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6201344338542175

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5517776210045225
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5514201867015214 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6186567641182069
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6118764867640918

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5759306475991178
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5734160564594566 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6264532474297437
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6186575626291405

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5319997244114537
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5314971881978091 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6206563784249275
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6156564819221292

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5486616777776977
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5483653155554988 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6308701283666291
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6227913559881743

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5256989142123286
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5258708167053984 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6223067691881854
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6132819463512799

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.557868596273765
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5561710281877623 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6112294136210822
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6022520465188066

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.503006012024048
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.503006012024048
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5049731492007077
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5038619514977182 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6158702720770168
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6057344271619554

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5080160320641283
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5080160320641283
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5091153085351936
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5085249111168378 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6174161353869212
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6052066217743544

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.501002004008016
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.501002004008016
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5054190901853954
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5025647040828599 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.618220090977885
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6074747473355628

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260739275487003
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5249106264070357 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6233842027641179
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6144770000717189

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5020040080160321
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.502004008016032
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.503360585861928
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5026221473009566 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6103051741066026
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6000116174377741

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5148740946549619
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5144261185604755 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6127352106811025
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6013885001794417

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5137525514488828
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5133710061092397 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6216769108687173
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6104279815669987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.552047157882032
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5509155184352822 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62768690868533
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6147806554317549

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5214413948388448
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5200335736407881 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6230993199334063
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6106048359784405

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5486988271983041
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5477898764389822 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322067211345768
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6230746436693612

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5338276041724375
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5328269470671922 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6139241424295594
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6022531970718118

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5571142284569138 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6181333911453655
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6078149842745572

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5430861723446894 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6255252159928718
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.612341432518312

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5597828988057097
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5594305405104226 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6218945311773826
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6097363849924378

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.55163930576524
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5501042612443845 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6179753446286512
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6084830849545434

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5371181100797681
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5365520037619059 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6091993494330264
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5987935994340556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5388343222001408
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5393923831471839 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6209215409485911
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6081618253217437

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457614727139692
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5463495699683623 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6153207236068381
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6023895255859544

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5618622396955183
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5601694873932781 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.620223988297841
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6105600977664556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5586703066719533
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5583793883813193 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6166500861766346
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6028798265320345

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5711422845691383 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6096693571686075
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5965929636275286

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5486988271983041
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5477898764389822 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6157267009594615
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6064060721426311

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5266486044173495
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5243790941747399 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6150250408051725
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6034754713826906

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355340388775859
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5352935914187449 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6081555504329624
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5972145577729436

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.541310871988356
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5411943687212241 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6145713164967586
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6055333381387117

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440030642945733
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5435100808081217 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122746151063655
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6037873924793287

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5448644194916327
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5449751340482865 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6174161353869212
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6052066217743544

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5513320473837021
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.551691236005379 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6179038665819266
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.608810993195464

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5207175185405983
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5197768599352025 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6224726319670306
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6126371105783678

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5174370486768465
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5177237393526688 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6223870925926295
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6129615396867588

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5272371100655666
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5276209667976139 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625895694012019
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6155902169617784

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.527281664945821
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5252850187948581 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6186179555258852
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6121736233495777

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5321805750204
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5321218237682461 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.613607153008668
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6036538700493536

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5218371611684393
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5208225003108888 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6137556745791761
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6029619776217537

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5304730141548304
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5296899291802455 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6203076428517694
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6102298634076386

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5545162134812022
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5530678765878048 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.626687505416108
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.617742069235092

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.555476082802721
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.553327653834034 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6257968731296891
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6159140397666404

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5284737845520725
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5276886097299487 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6241269241778744
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6171847787138401

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5353531717289939
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5346464758449594 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6179038665819266
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.608810993195464

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5450901803607214 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5513494646625269
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5506586401169609 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6224726319670306
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6126371105783678

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5526961570065476
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5517917359395224 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.620223988297841
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6105600977664556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5527165341196765
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5495751029515393 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6153152078724586
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6092275417849591

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5248140343503293
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5249299857684754 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6169622490775873
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6069437204586484

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5468889706592819
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5464639829028771 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6170426813512411
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6066046552758858

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5535796498447711
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5527491159504178 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6221615124561289
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6139107770779823

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.546527398230805
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5450690913813225 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.617476269260432
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6115817322676229

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5575775279262156
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5567513609978413 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6134780572902718
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6043290593307189

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5416540046312117
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5401065781609263 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6106050401992373
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.59857427615657

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5612236152993514
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5592646174495419 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6174316547825707
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6121542363457037

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5346345812088619
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.532372722844072 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6147028013551653
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6048640576039322

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5595808797801017
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5565461788293438 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6173148709292424
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6055624425859397

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5576304864456567
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5561028710944593 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6098458079745067
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6039219983144624

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5192773784780378
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5191556702755187 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6179753446286512
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6084830849545434

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5675722231298269
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5667569736164 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6091993494330264
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5987935994340556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5519720716284816
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.549439441365843 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6004831006352327
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5810368839690474

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5250501002004008
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5250501002004008
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5236381361166143
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5242692393031056 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6004831006352327
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5810368839690474

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5330140254146364
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5341555535987487 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5929823191322935
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.575118406574422

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5241076978719968
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5245456104875699 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.607342447499265
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5944973426593598

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536624594720482
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5378372947912079 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955419092902786
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.576783451318987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5110220440881763
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5110220440881763
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5078407419564268
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5090904280586633 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881301222728476
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5704033023438964

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5032771479452232
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5040458735350453 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5994336339602301
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5792803787679711

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5150300601202404
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5150300601202404
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5143063413831983
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5146498546182829 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5943557767105742
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5754879605020409

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5140280561122245
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5140280561122245
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5153578055620777
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5146312705049576 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6085509876422273
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5953541736909026

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536624594720482
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5378372947912079 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5918794758387014
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5733600806048079

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530104681342827
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5309319979082529 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5848496928449328
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5640339488712606

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480962
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480961
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5078483109971081
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5068173124285349 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981292871069376
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5784481477583345

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5096542813071478
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5098326202303166 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6038885282301693
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5911609526928808

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5341503839647852
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5345762938106169 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6017846793261926
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5818716001937395

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5318902613589548
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5330642878024803 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5980559065535386
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5732408479167098

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050689849943529
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5065295150596084 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6026886281605803
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5903061007230225

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5404012776239562
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5407223830892016 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5906007179453246
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5725300186689265

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5150300601202404
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5150300601202404
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5143063413831983
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5146498546182829 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5872231694989412
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5671731309417679

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.521116509197154
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5205365222504384 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6121007242189537
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5983084931931797

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.535479610855397
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5361724566258924 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991885786412379
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.580202093202602

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.501002004008016
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.501002004008016
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49975471520184156
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5003289089573207 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808875816148427
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5620785558832707

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5230460921843687
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5230460921843687
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5216269236986729
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.522261936515355 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6077384183829633
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5878648543771894

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5425752844660426
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.543875129994756 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5954416690074051
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5772428145415498

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5550296734948997
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5559185570782368 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6138265562055273
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5975964495058232

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.553505869425667
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5545609220764409 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5917127121050529
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.574285740232944

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5404958416042195
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5413811697157936 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5880636193820702
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5708695906401663

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5282926670818735
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5297473685344165 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6026913739925128
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5840635934320462

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490961186587222
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5503062299140018 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6159224924669483
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6004928852117642

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5378627700745621
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5392309335765039 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6041184697198343
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5844532112461198

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401183588973596
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5414575953866857 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6023671682302701
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5799976307657156

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5377469795023746
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5389312080837594 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6109849557667576
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5970674892103957

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5529417606575386
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5540805825609763 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5967236331019397
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5780765341808429

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.551723691310485
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5521843017137954 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5818974797364594
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5657926876690128

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5375807420236182
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.538927431161921 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6170326805224847
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6017383217926131

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.553141100429225
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5541182065027362 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5987620224876636
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5819865355284954

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455346236272531
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5468052909548327 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5866113634915199
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5718489073669529

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5278691284796343
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5293661934489134 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032389686816503
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5822439472459799

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5497030540911406
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.550841150442011 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6113253243811482
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5958908469674703

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5434067955893787
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5446219319837781 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6001310619912243
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.582386430709744

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5496178914497131
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5508426603004467 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5973191686531605
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5757227974910664

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5298655382774842
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5310516338705944 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6124465116135324
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5971416102103707

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5473264472781834
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5484867528320287 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5809397726433666
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5615792989487748

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5342568274618346
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5356614226921803 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821188599471209
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5633937000404845

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.525799646035521
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5273175212356144 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6124465116135324
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5971416102103707

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422771501950174
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5435358134310967 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6037252850803907
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5857852111672163

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260259315821274
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5275254116480383 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808394114432073
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.562572535013844

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5308036956455455
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5322631561022801 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6043194587747904
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5891691500190342

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5544786844159784
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5556164756277229 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6004831006352327
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5810368839690474

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5468578698435398
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5481026398614751 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871423062316504
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5676636883041473

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5336935086523995
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5349044064076348 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6089580099618724
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5937861117954257

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5516595253609429
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5528613449732538 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5954416690074051
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5772428145415498

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5314633424487168
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.532873961986804 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5895657082684331
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5702816468640534

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5300936130032653
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5314323382469186 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.60517720919586
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5916251435020431

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5578034631967519
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.558823736830654 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6009803095311024
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5849619141544612

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5411470251306993
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5424125835876166 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808394114432073
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.562572535013844

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5262603258763814
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5277905488797641 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891934213879184
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5726200930157707

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5396198752152519
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5409452542202934 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6282518247200226
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6227149576521911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.4909819639278557
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.4909819639278557
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.49543535810629863
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.49257604352227463 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6240287364075504
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6177634553615069

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.501002004008016
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.501002004008016
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5037098603219046
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5021153824437854 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6317761768529525
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6245510609022508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.518875954155502
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5184308516032756 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.628397047838963
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.621884604090763

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5271929565092508
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5259525738525614 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6334212055431537
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6295168274248899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5415860156004377
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5407423808081472 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6239498228536892
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6183268479688492

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5100445636798683
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5074803649520191 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6142585502864135
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6077475132190289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5110651653926532
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5092253034695626 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6000866991407273
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5904568430586593

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.540753536508122
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5399363867088711 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5978085365676525
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5883726539648103

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5429692479171638
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5439208493493752 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6022044088176353
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6022044088176353
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5956328252328983
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5847935781466105

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5283127439364703
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5298128591629342 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5977269713980793
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5911387585678365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5401183588973596
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5414575953866857 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5967063998126122
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5867797017566987

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5494524053331322
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5498872523814244 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5967695375164902
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.586029722286463

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5437240947967735
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5445596190879204 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5968489190213538
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5852618402655411

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5442973445602945
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5453041865380878 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6013813717440727
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5902112402431654

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5486351834341932
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5496016663869612 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6010736604231285
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.595670373279347

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501643383385127
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5509082681492016 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6040462141952029
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5903778734578236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408877910667717
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5418893163843389 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5934550101011047
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5811270752116072

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5543308839902026
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5549724467179871 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.60025289694865
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5889770181652844

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5248948120181731
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5264438276072159 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5955186395939058
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5893968884135659

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5335512160030725
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5349764946585707 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6016249782341339
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.588673061902279

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5469468930044113
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5477353108311005 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5864377145875042
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5744169401741644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5385748342369154
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5399244105787852 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5977435213399882
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5917879057954215

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5276103816203082
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5290353468649441 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6039649726172898
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5907716687293082

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5461852608643005
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5470911653623612 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5923015748967094
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5798747420080242

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5122400941292773
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.513969632335162 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.596647234535664
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5909145479899891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5576254841906565
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5586103682393824 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5977653195302267
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.589089970261141

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5283480427316486
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5297973814028856 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593545297457626
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5803120169032321

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5452666398956886
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.546462029750558 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6214811445224315
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6111030461680808

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5466457967410455
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5468612958065401 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6160338371522509
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6050461667156027

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420025076473868
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5415079320397362 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6232464929859719
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6232464929859719
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192216968000094
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6090233833133646

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5377683848524447
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5374020675359439 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6144097457080566
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6065064961383441

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.549783897549852
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5503641755438636 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6216769108687173
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6104279815669987

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5391183101900948
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5385539389508396 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6152168744268197
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6027557941132724

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5388493039492418
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.538961589564343 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.607924458187899
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5986250690397837

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5321196285464386
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5329408544482603 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6210193322167857
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6130308266529638

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5508908301598219
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5504687159456773 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022125755444668
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5942840804759322

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420138767663084
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5431275574619095 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6129109573130286
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6006650351349212

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410682488035788
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5415326163865332 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.607042759301674
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5959894678918404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.544201683263512
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5441443893245226 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6245414864844602
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.615355501598726

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602298275876614
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5601744767328908 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6071830045222778
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5952521781932952

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5584103360304227
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5593885399378986 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156649445330694
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6012647028644541

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5520585319261158
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5528844525340781 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6209055180282874
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6136415175461009

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5428871111587419
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.542459249860077 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6011748999431529
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5920344573231409

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5448927883815808
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5457760906301865 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6151183386603234
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6031177679213086

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548896120622845
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5549977081881919 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6077983182627252
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5996385693639289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484346237388613
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5482605054769021 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.607924458187899
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5986250690397837

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5565134172938017
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5550675728894254 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6080908641028882
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5975735958286118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5357054106242625
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5363130560296092 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5708608725633487
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5509342155711818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5632108392677385
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5550974435917061 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5669893819866678
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5479793031569841

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.560310313692941
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5499679192234969 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5817380393245906
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5710396180574686

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5603883839601749
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5504165957965501 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5720679159457066
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.555353465861812

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.559079772825381
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5529414393693763 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5648588226415506
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5523552013381104

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.562069177475577
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5468230767176742 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5733892026477196
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5541340503284415

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5126788628412565
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5078103472538009 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5851703406813628
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5851703406813628
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5757560590813223
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5611877723701372

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5407957894608443
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5316767060828648 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5746525345679504
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5554645916009168

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460187472145814
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5420186749733518 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5695927679918462
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.554209161529712

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545353244965397
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5349353138169002 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5733285371833585
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5595325977388403

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561018819428496
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5568020535452929 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.572071967378062
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5548537235131591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5527505369822246
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5417725819844015 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696749283466445
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5561227710461987

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633389209160053
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5481414123272845 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5769659794850618
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5633916018334607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5491766638581408
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5388379841585789 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580163621597527
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5483108187276816

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.559185308094958
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5533333331749506 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696092321696592
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5546953849414942

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457599691361333
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5326994398440577 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5784531841436493
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.558933629834601

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5437842313572198
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5356761563144699 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6014355589112497
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5898334053413002

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5740948566327255
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5677987304218913 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.569649005508419
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5473955639921165

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5747657121284718
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5651586491049982 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580545848354193
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5412725325494544

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5670311711905025
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5500737978431711 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5945636094060532
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5827745106968373

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5642576232276759
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5555185742096961 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5682916376450041
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5477018992668117

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5395720159177858
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5276297011433639 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580008962516062
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5407346041539887

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5557428691458133
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5466528302889548 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5889741553673025
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5744011486113176

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5610737653729425
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5538269317663588 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5633389209160053
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5481414123272845

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5840826459435189
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5743349780999255 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5747535257477479
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.553891566462052

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553668150099402
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5380423748698762 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5914340554947488
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5760775601336992

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5393521126970314
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5298857533558776 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5630279698152285
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5417102578794384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5407851242720793
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.53410928439952 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5593086555160014
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5420766934459139

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474247223159752
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5355653537456634 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5902010522783454
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5752394175002618

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632923232226357
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5555094980158927 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721432874818327
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5591629490667146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5477854133035217
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5370540595398299 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5643625421146565
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5436376586967413

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.562069177475577
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5468230767176742 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5888891842039518
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5752624624053143

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653217322736919
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5559317113145612 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5595694928580447
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5446904794316396

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5818347305310527
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5734051743859774 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721916603067545
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5512036833401702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5491158032614271
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5260382096917575 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5632627620833064
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5471251407183092

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5773972479150878
f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5703649562477245 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6142284569138277
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6142284569138277
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6090285849853421
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5998359930985089

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5449456494734668
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.546062817257949 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6154110450875301
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6083230792315564

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5386205599144364
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5395914441333809 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6167509119500059
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6079362155947284

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5439749161436715
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5440310058118021 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6131724393103176
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6065632373046027

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536601437741992
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.537580926422173 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6100810938435867
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6013810574875402

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5388405915940112
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5397465697093483 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6055908711904144
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5972287768363688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5439712019546554
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.544476555555469 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6100364666845454
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6017129809216287

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5528467478865737
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5539475415958718 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6157267009594615
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6064060721426311

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5482087193445494
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5481519111766147 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6130949877441206
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6077518251488403

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5379416810338171
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5384564219284489 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6033023285881591
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5958226613655118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5534555794397511
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5544380701530011 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613607153008668
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6036538700493536

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5473394128963562
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5480791258245282 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6157267009594615
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6064060721426311

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5448658753337647
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5454133977465672 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6163966574758485
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6104055122074314

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531715432842947
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5539620049025504 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6100810938435867
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6013810574875402

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5559329407483223
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.557087838687272 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6137556745791761
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6029619776217537

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5652028503979952
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5661930692642484 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142095709167539
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6083441657111743

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5304730141548304
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5296899291802455 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6100364666845454
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6017129809216287

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5341503839647852
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5345762938106169 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6203965102137142
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6098955413871591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5316687034971835
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5301088950774682 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6109941641506447
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6041892858725225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5323468398406433
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5330883412591042 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6077358799231115
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6002934408142127

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5357670654021478
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5353994790837185 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6011213804827918
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5927334190513976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5332608443951006
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5336385340995551 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5793883711873982
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5685293932630843

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5644119882893189
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5636998892501989 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5733115386495317
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5585980991523755

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5502398190949027
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5453982708965027 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5887131540704819
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5781276935704883

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5493090048500193
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5466699768417864 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5709795659695459
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5587852196655654

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5454464659302908
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.542304924455653 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5684747622567404
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5552973342555598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404654232525804
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5332074764053245 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5830360870365948
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5680031247054008

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5513940794501916
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5498864681334024 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5852399519475342
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5755759273947069

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538531057891539
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5511465734245835 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5817886714882908
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5676202546002068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5767277157976074
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5719839324980642 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708266079190809
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5550286004115753

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5467710779725641
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5420794929137295 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875447779411515
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5780515216847597

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5434445862939897
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5429384313051835 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5793645583635522
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5672628123474992

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513940794501916
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5498864681334024 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733185587903321
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5590679065361764

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5337651411226113
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5278134639184325 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5875447779411515
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5780515216847597

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5563958442809436
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5563541255149319 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5818347305310527
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5734051743859774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468427960963633
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.540011197486974 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733892026477196
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5541340503284415

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404654232525804
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5332074764053245 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5912707567465358
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5773703410037991

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5552652502999432
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5510752889278931 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5909740488484281
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5821200866832631

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651788673118651
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5598582509758258 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5733075201314005
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.558123142837399

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5700600835959894
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5605515891591184 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.574567600563239
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5574860631478463

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5421889767576786
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5358199555506368 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5932642486796289
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5838353657212836

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5448767478633663
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5460112648027861 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5733285371833585
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5595325977388403

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5247907879171769
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5171799629060364 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5695790870809715
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.553717667604506

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5389523177811021
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5333308642403568 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5797030345326311
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.572811930294772

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504844497254096
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5478773968156175 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5818110211660947
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5730224608986116

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5467601870407482
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5367225620675633 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5657388177232842
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5482281354131109

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5328281339863328
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.525488889855588 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5887448127617513
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5773324353964789

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5391216096717105
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.533760747827683 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5880014563210223
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5713308462922109

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.553165012867861
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5493707320251083 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708167136411861
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5540373649653336

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.546409887584819
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5444424243272084 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5875850119351981
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5760814209401038

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5634606661584006
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5563191830853544 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5806513877613584
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5717849601256225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482774377434627
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5389641486433094 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5669893819866678
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5479793031569841

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5353413783107104
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5327958623984458 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5910315463252768
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5802213526594686

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5306924874823393
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5292970158628347 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5829220059837986
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5730919116817614

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5512550933599853
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5433340293660381 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5631959444392111
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460870365288127

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.529903379744238
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5288047139728925 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5794195314671566
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5693498910413356

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5289433845483021
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5215973208956003 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5974198448010312
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5815791276868251

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5379826319305276
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5383016006800976 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5919699972404155
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5728897009771049

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5234184568812698
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5239458541179353 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6085509876422273
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5953541736909026

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5296165696506812
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5297746392057672 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5888526455652409
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5756859206229735

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5201260748143989
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5202551851897235 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5794690143268519
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5631976210285301

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447804785455003
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5444213012526478 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5988609484041413
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5815477197213565

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5397233347506389
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5397556580123269 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.60517720919586
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5916251435020431

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5309897536258776
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5320968549378777 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5911826456881376
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5782083177398397

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5394889151459261
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5375549629529602 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981292871069376
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5784481477583345

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5374200273472501
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5366918383738015 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6071830045222778
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5952521781932952

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5379826319305276
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5383016006800976 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.595256061409244
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5781466990418226

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5145984831198632
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5149461483081413 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5893287964840449
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.571699857115566

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5522596576921116
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5488808567398188 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.607342447499265
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5944973426593598

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.521602962004897
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5212719125832302 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6025685622822146
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5845062965437047

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5233693181465662
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5242992986834345 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5805908624842437
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.566338471341783

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405002552692886
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5384088374676048 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.60805753408434
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5869643467935196

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5564570670484106
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.554216641179653 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.595851550259806
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.582823519133687

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5485819611003312
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5485161670367324 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6030934105956388
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5827062472759271

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5444286453848248
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5438083352797112 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6046279801027384
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5783634499208916

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5666623630349943
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.56458265170661 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5991715496680483
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.587356477435917

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5555846329530569
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5557352561068536 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955419092902786
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.576783451318987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5432667378867471
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5426268287800884 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5965347581706949
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5729261038628212

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.562008576711316
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5610907594723422 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6036872888578637
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5923019992215166

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5306682004281221
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5312987674057481 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6048911680188249
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5821350474030402

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5332892387805285
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5343935391568472 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5856595266003706
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5682765860188661

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5557683493167737
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5552410369134867 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5933499385800717
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5823150117484488

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5575290031917242
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5575080974154666 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6028197186327401
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5836160384429337

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5499219223527517
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5480395045678238 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5953209830336469
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5716003371962866

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.548440775114859
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5461606230686548 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.595751586198912
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.583625252735489

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5406767648412688
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5387644099328479 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6095631852086922
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5873424251523292

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5207930449758935
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.521654374296508 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5909589070614347
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5706233645489631

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5374755906756362
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5358460917747605 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5933227893750224
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5827018581372735

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5375942849918426
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5377101276034928 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6101977682580749
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5899892623443174

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502414259686536
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5505063321307438 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5846991697103864
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5650357143044433

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5650565320834835
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5621279475165509 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5980125049627557
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5789101676440173

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387818148165127
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.538205936479971 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5752837581271573
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4456793053741521 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060958525698224
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.428759672781496 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5353599761506485
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.42841018323396696

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5273814465589346
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.4751197582902478 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405550437367627
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5002388121125597 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5675669043442325
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.44654012553244965 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5575160546040958
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.423133943709817

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360500625110842
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.47671443900072596 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5594969373742527
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5164293245153587 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5376136889162941
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46735513395068246 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5395247770367524
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.49040678241401975

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.536643238782812
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.49536523728841264 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5561122244488977
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5561122244488977
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5248023586953589
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4653199861845652

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5515854516049644
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5243275226405368 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5261123686221364
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4231851772224983 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.54042932157934
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4691495414181066 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5355452874941239
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4723787464882707

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.549333781114112
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5029612988538635 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290816312211084
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4631204489195931 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5456888500615706
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5006655080864449

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5424310150022774
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5026392903009216 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5388077742787162
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.48257926248206345

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5401229844135257
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5161964785027281 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5374490775862447
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4650084335610818 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5361044766856391
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4917921112673026

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474660139287675
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4978198768428876 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5304880161779723
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4699750050144131

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5675907646558627
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.505779302321849 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5549757748922433
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4862503945542435

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5434510696569129
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.512086398632972 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5364908922322257
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.44993263184402815 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.4832554605501515
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4106884684056076

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.520375716753785
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4588749354001732 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5307408400543523
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4577119813543921

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5532474955251433
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5008398978294992 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.49675484879045345
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4428323038286216 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5438388514117437
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4990803136017077

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5359677899783388
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4908772944950935 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5334392326211536
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4739123200898109

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5154471456352929
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4919892708878771 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5239676732662705
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4539983563825764 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4890212577272089

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531256161619398
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5026321268144649 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5347421441163868
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46555527681564934

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5163620987679828
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.47417345067822714 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5402687728397974
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4976590316643745

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5485565257442464
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5207684183479269 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5570748423832499
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.47643810606682835 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5336476769437002
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.48738930529507724

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5438943068967825
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4999528260403362 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.532390003156327
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4672354309896532

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5461443506423845
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5089665044034275 в дереве

комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5438388514117437
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4990803136017077

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5537719580875882
f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5344331457770936 в дереве

комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4890212577272089

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582122625243021
f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5108166232409367 в дереве
комбинации из 5 предикторов


комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6398341726645392
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.6388698045805363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5502186817132464
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5506253871274923 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6449606335863787
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6434659646361486

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5537789404548193
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5534227751537467 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5360008377058271
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.53550148573458 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5210420841683366
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5210420841683366
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5239226271888611
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5221841249408793 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5318291970051044
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5308262059411418 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5332714208905617
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5312814185574494 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5286450986152275
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.526377501342073 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5364921329022138
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5335524874516752 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6326574307693967
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6320541281520979

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459824276358226
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5434452875924396 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5243168419212827
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5229933112995052 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6460282205139951
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6447688957328811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5469346311176382
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5458736410886372 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6408886086780303
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6399780061881443

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5444795115036353
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5415430229985415 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6377236592116523
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6366493276353469

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5535796498447711
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5527491159504178 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5517268530474921
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5493868585343707 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.636667523778389
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.635537035250695

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5573480745126018
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5566632017189613 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367928517114445
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6361086281173642

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5565134172938017
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5550675728894254 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.641906876965229
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6408986259031177

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5560020051115582
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5560565617024797 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335713785604807
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6325895435865799

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561116421141391
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5542365939189372 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.547006246804584
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5452087842742382 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6460090778906754
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6445782687821221

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5549272943399106
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5538758676773836 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.639770089326527
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.638485324818387

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5706841411436443
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5698001036919522 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6418283426756896
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6403201966624829

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5735748654769092
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5733514438456582 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.64082330521664
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6395979039387096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5733728495321551
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5720299364963694 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.642027915480083
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6414475436358457

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531197109623821
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5525674852733736 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6450024338220677
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6438483109595864

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.554234117585821
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5536151513161968 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6377236592116523
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6366493276353469

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544423890955373
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5542703435415108 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6407977198855943
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.639402898706076

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5562339776956511
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.555616877095048 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5328341884068506
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5329480450803998 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5433004016109904
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5436678129361239 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282277034321407
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6268001979727191

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5420025076473868
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5415079320397362 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5361876111014372
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5361293456203383 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.534471473360346
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5336925680808393 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315433554617805
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6307545192902114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5462242589717198
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5470028502283126 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5420574539076737
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5409136368859566 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6292554256083839
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6277118454505723

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5285525639174112
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5270718246667376 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6293287057206199
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6281276609561263

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.534839226920981
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5349525599083809 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292554256083839
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6277118454505723

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5494044858275503
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5480316151784088 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407768836143205
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6392045738090802

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5464763561539906
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5435406568852582 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.535183884957719
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5339533742938685 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.629225266614399
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6274987600619298

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506065347918866
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5483599801827362 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6292899141299824
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6279214745227206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5473503914291437
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5466555990489605 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282662181996659
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6270086720786828

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5333536351123023
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5326449553109592 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5381418105486447
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5362461425524369 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314761665626806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355340388775859
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5352935914187449 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5464668509768928
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5457004847826201 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6251621600689302
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6240634823873407

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5461284023555312
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5442418987153259 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5393637792543247
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5365261499888493 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314952382348951
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6305596515621963

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5458876660085047
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5441756505712154 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282277034321407
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6268001979727191

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.557334496996699
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5545057389979026 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387454144975145
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6375674695947025

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536615582517255
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5327177094406216 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282662181996659
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6270086720786828

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5375075067364957
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5353408479481561 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490029735496912
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5472078665411646 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346303760335684
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6337015391920532

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5454818459206298
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5416897578203146 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5545078837541877
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5497634043847018 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5625854999791552
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5603504231867343 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6480726549592234
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6462204183986525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5533291411758022
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.553215476964336 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5702602558263508
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5689939563314187 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5545995231876428
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5523567945174024 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.549881309430258
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5481741097767311 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5592137156968948
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5556385771240387 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5518132686784347
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5508336172016474 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5454818459206298
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5416897578203146 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5502343973661609
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5496116997584944 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5615754060076602
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5607536060452648 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5514018494696008
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5500314752882388 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6459948883273794
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6443843752312682

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5674551335135378
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5653188577579524 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6480726549592234
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6462204183986525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601049380175823
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5582344720003818 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5629546872152276
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5595993861099443 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6480887407453916
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6466092501033671

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5545162134812022
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5530678765878048 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6522480664548239
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6506712127458572

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5520950685154092
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5486319383525562 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501596261624722
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.648253634384867

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731407950879425
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5719571763900766 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6449385342565067
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6430704890692762

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5680915298244688
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5662302281632707 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5623426659055631
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5602937210931961 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5660327434461339
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.564918152604338 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5575839208601691
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5545486390943408 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312980715872707
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.629318913725879

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531197109623821
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5525674852733736 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.565458625061735
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5633203237706328 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292554256083839
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6277118454505723

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.56274167679591
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5611358591846415 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5562774776813301
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5549937600173581 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5457373649116445
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.543392005211103 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5438543646675391
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.540606362328409 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457373649116445
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.543392005211103 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487223556832518
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5455802036429056 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653462209793684
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.564669283854962 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5466135463961305
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5443631658480702 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5323685422889911
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.528693786473869 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302385198555662
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6281912749686509

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5513442577492409
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5485125426615516 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457373649116445
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.543392005211103 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6272921121982301
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6262994368909168

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5454935405437069
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5433349838974352 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5398228256744365
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.538829170445344 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5546144222715618
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.546690325175287 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5416326241608833
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5367922069400557 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282277034321407
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6268001979727191

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5512226333016851
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5476500571622239 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6291994647602416
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6272822044606365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5381450634207626
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5328170222781424 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282277034321407
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6268001979727191

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457373649116445
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.543392005211103 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629225266614399
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6274987600619298

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5452509327800429
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5432742180826319 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323567350218992
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6304450897271345

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561116421141391
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5542365939189372 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6314761665626806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508510250675432
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.548414527941605 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5479789756333755
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5454433388502407 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312980715872707
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.629318913725879

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6501805011651667
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.648828679781648

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.55076007960208
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5491395728753378 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5444795115036353
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5415430229985415 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6439294150359592
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6425472874608771

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5377513807305139
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5353988674467459 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6439116155015344
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6423522859468754

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5315179813810872
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5293452459861968 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6460522855666083
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6449562685482803

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5494865574473126
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5473320518720747 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6480887407453916
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6466092501033671

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5458876660085047
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5441756505712154 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418283426756896
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6403201966624829

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589236259510469
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5578769809717571 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5331217723135117
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5287724881546868 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6313199037847751
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6295342859632308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5612236152993514
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5592646174495419 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5474071221854999
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5460317550685788 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5743218988236242
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5722857105179271 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5335144898328901
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5313437799735166 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5540926447489574
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5506291421651553 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398228256744365
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.538829170445344 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5210420841683366
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5210420841683366
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.525141150380932
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5224921500256702 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5459909157574241
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5417407788550073 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5426109317390289
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5387085080375369 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.557334496996699
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5545057389979026 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407977198855943
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.639402898706076

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602054002296347
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5574796773178806 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5598322489846124
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5565852714648123 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405037208189181
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5357871020817879 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5397478767757965
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5373971518878352 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6407768836143205
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6392045738090802

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5462897790063153
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5449936197930291 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6439294150359592
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6425472874608771

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5598322489846124
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5565852714648123 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387454144975145
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6375674695947025

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5491680097425381
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5479547750661556 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5532372740396972
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.551269417766087 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6407768836143205
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6392045738090802

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5346171327766637
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5307207765749834 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.64082330521664
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6395979039387096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5523483520162007
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5486643887419255 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5466078312202113
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5427023737688136 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447635777248068
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5397929083584839 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387162630352021
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6373713657410399

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328659
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5572304446695243
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5552670176078146 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376904264718108
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.636454343497142

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5234387584808952
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5220334337506181 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5378626580486366
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5346142714022579 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387791991489682
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6377602478990665

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5567107125561013
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5535700022601732 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407608265504153
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639002916295137

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.539487223859768
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5356987742624101 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270015253857582
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.523648315588307 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6480887407453916
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6466092501033671

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5484732008043459
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5455382907719748 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6480726549592234
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6462204183986525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5522187433358613
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5494883396622217 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6481043608395809
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6467987877572646

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5327456419375527
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5296006064083704 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501684036001077
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.648640231424612

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5590833177600933
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5564571435384885 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.651205004137555
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.649560563531257

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5549650956975677
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5516102593273582 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401384585003663
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5382450815931591 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5602054002296347
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5574796773178806 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5485060996390722
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5437735605405959 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6449385342565067
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6430704890692762

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5485060996390722
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5437735605405959 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.653287549028975
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6514004755394774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5563530494465325
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5542977263808306 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543279796307592
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6525127323688392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.539487223859768
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5356987742624101 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438987125527252
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6421539864262232

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5514764679814916
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5476807413782189 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459823639774075
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6437829672723373

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551593044100371
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5485560198893319 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6491173272240902
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6473351749626783

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5465055049340335
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5417769459258939 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.653287549028975
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6514004755394774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5491003273544577
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5464674395641302 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6522447068049141
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6504806430844464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5488616121131151
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5447246499201155 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439294150359592
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6425472874608771

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.546862629580148
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5427278282092388 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449349535278014
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6428677956731478

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5583422949343636
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5546555694223423 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522447068049141
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6504806430844464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5533771705390533
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.548757562910918 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.653287549028975
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6514004755394774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487662811816472
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5437860284594949 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438907384568423
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6419523759524629

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5378626580486366
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5346142714022579 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449363980159644
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6426617809758244

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602468209769182
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5557375145482308 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6460090778906754
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6445782687821221

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5497303570022095
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5473885740932816 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6553685402505187
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6538109443467607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.537014941987113
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5318156799513731 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522447068049141
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6504806430844464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5592137156968948
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5556385771240387 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6512256684951673
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6499363740201062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5411139350299491
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5384756763846436 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522465973657212
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6502868503710818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458516002071733
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5426037259704594 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5368677169153121
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5327437196548553 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5765845773290801
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.572656366753389 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5650731120034747
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5624509659231035 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5690497085501806
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5637600258821965 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711137801156797
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5667102963117248 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6293287057206199
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6281276609561263

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5703301807706893
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5666379307831761 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5492441034098701
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5472718179243594 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5753798131374432
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5707206903798557 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302601245228883
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6284089745190196

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5662465263430304
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5617275705318503 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693790924287914
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5647307465246909 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6262780701827613
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6253848635306588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5607447439302718
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5591364781330909 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5690663081657289
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5664468475128468 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621763543794954
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5567751236997762 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480999160483129
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5446375307273575 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6272029429267333
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6258882585365062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5655717565398997
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5625387980343526 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5509702999387377
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5476156959360653 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6303165572851864
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6288339843597888

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5660781021502465
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5626123650407512 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629225266614399
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6274987600619298

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5605096678693033
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5557532482288078 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5665784883749114
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5643472375214004 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335713785604807
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6325895435865799

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5582087360061915
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.555481842903966 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5500047342361333
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.549516527113278 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553965767537015
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5540311955078989 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6271646666300327
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6256774839503022

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5375319777832218
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5318223657819092 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314514379076624
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.630361399533407

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5431105331110762
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5404736171795153 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335311007623785
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.632392380854652

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5454818459206298
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5416897578203146 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6242583182450693
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.62355476742452

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464181374797789
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5408063344880375 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302385198555662
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6281912749686509

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571167246096178
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.552733209095974 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5339952781149484
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5297601456224585 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5255079296870293
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5198434071238771 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6230788872430852
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.622031393102948

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5379741160237543
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5307645922824488 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292899141299824
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6279214745227206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458123804326204
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5398060577495046 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5543463329889217
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5506614489687311 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6262275219328495
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6251821679508228

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486062809608026
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5446993066344519 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580877972160537
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.554623549790354 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6294190979093093
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6285297595378125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459909157574241
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5417407788550073 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376904264718108
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.636454343497142

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495560258794142
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5438013244399416 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302601245228883
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6284089745190196

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5423311266156919
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5357972351939078 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6325117423401379
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6314761665626806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533242697912463
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5296758872481401 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636667523778389
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.635537035250695

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5328697518493778
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.528750076233102 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6242583182450693
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.62355476742452

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5476355197621696
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5427819628847963 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302601245228883
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6284089745190196

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548585597120167
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5507151150527455 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335311007623785
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.632392380854652

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5481250503072528
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5462408377560481 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6284624980297674
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6278082486508421

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5435849546411599
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5427435033318588 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340002810586403
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5334993369661944 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6295264127488747
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6289182463256499

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5493475113334215
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5465148105494345 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5594690997063266
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5573247218086734 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281934598682626
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.626588264991582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5388666994482793
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.534740541365732 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636667523778389
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.635537035250695

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5452293215052777
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5416586671908626 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6283559609018868
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.627415297874666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5603402759070846
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.556652629649148 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345896330592634
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.633506600906688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5570867196789661
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5544592027436169 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6252668172581378
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6244699754890456

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5457357028318812
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.541717127012049 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334952513723099
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6321918395249118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5426109317390289
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5387085080375369 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627130629444023
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6254632341606289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447635777248068
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5397929083584839 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5672133712440919
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5652610172121332 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6367629716675607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5547539453333568
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.553138334978439 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6261007731608202
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6245533236563863

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5354229403331976
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5340325944095984 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292554256083839
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6277118454505723

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.55076007960208
f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5491395728753378 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6554022459506591
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6543538779610619

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5522823982113241
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5509937039276266 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6461537279976407
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6454989838207513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5415175831849274
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5417874197176084 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6450306455607845
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6440345920339118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5466599519988465
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5463625009903347 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6460522855666083
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6449562685482803

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5480041775889467
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5475143783448926 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429596271194074
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6420062991110281

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5418940225867512
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5401771913656997 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429596271194074
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6420062991110281

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5680306842410054
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.566918528914203 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6502199514305342
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6491959377832648

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5706841411436443
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5698001036919522 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.638817590236653
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6379497132652607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522157554255867
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5521594330287067 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6429280222643677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6418189566060797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5475828327226044
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5467457483792824 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6501805011651667
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.648828679781648

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5868979472290006
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5858847740323697 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6501684036001077
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.648640231424612

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5486616777776977
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5483653155554988 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6491348680931421
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6477196413147389

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5457736626536319
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5454124213448454 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6480887407453916
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6466092501033671

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5604614581961976
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.559709720934698 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501805011651667
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.648828679781648

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5704576062099869
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5697163181861821 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6512256684951673
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6499363740201062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5584475659999881
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.55827690225125 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450306455607845
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6440345920339118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5566685808931021
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5563765738161551 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6470420904367707
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6454974976011846

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.564034802651262
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5629177762944728 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5490981963927856 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5538116758457677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.552834358327698 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6303165572851864
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6288339843597888

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5482087193445494
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5481519111766147 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271646666300327
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6256774839503022

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5366151134179985
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5368361032358884 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.547760284456952
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5479233368586355 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6305335164711446
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6298365415737259

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5366151134179985
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5368361032358884 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5328823992278561
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5304310356914919 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5160320641282565
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5160320641282565
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5180821643692136
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5169091211675751 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5484660805796507
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5477018042329169 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5170340681362725
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5170340681362725
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5189603098396846
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5178658480280246 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397092205001398
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6378836529519228

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5308858852456687
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5284328698859238 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5286450986152275
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.526377501342073 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5348132867777251
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5353783734142619 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.540059513112802
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5389132605760915 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5413517815790688
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.54065103744696 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5425329906056064
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5410696987780815 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5658558831172715
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5641679465987937 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407495801129166
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6387979130027562

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.534471473360346
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5336925680808393 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5442922392713122
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5429935917481633 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335311007623785
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.632392380854652

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547733860956927
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5453902896521922 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5366151134179985
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5368361032358884 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345896330592634
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.633506600906688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5434123949013991
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5420320348489185 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5614656081581294
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5593232557959933 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5202364957187102
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5195858130757275 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387791991489682
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6377602478990665

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5424683917713774
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5416978458820265 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418283426756896
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6403201966624829

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5100200400801603
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5100200400801603
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5103854431465796
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5101981977343792 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.523693335099181
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5238660421460131 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533895775573403
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6526748898969976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.560272557151336
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5589938161070898 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654405353032756
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6536018641905627

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5733728495321551
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5720299364963694 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6492668845648264
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6486244512952133

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5703040538988229
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5706867537735862 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523424467739773
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6515761440981098

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5584574240561226
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5555264602055577 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6453005733615444
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6450845453036341

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5852889468181701
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.582473988567541 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6524158353351655
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6519159758480391

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5815952091673244
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5800973104947588 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503590446365042
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6498922315215742

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5896786522010892
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5899147804474876 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6512950111970695
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6504761073936985

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5834586304745494
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5837849282823987 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6470768453797676
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.645877665313093

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5301333095276699
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5305640204813981 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6450024338220677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6438483109595864

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.552047157882032
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5509155184352822 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6450306455607845
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6440345920339118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5390781563126252 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6440118898260363
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6431126303459803

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5526651293353999
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.552370944685827 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6503168164029153
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6497229069055648

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5250501002004008 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389080905618809
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6383187546073926

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5282359361580303
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5275927161911319 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6429280222643677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6418189566060797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5360636315230587
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5349125079563611 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6470768453797676
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.645877665313093

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5552338593546107
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5532682176869507 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6377614683638495
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6368409832579552

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.562980060765442
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5612014424096498 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6430828450760554
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.642548793392537

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512950111970695
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6504761073936985

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5518132686784347
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5508336172016474 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429280222643677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6418189566060797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5545162134812022
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5530678765878048 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439795812659187
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.642927447225699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687376
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482873187413183
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5469936478378948 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429280222643677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6418189566060797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720265658307487
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5709192815339331 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6440489786536719
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6432945652021891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629546872152276
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5595993861099443 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6481505975623684
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6471681686375031

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5364190930255092
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5362408293476844 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641906876965229
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6408986259031177

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5536363659920456
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5521037978610761 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6408886086780303
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6399780061881443

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6419828905122072
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6412678297772014

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5595808797801017
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5565461788293438 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6429959831245161
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6421903780652632

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5608335949784805
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5584053569694454 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387791991489682
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6377602478990665

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5588565247779509
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5547087584744989 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6408536107066681
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6397896022525731

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580409802666472
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5569166473648773 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6440908217388618
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6434732637282984

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5523599718071788
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.550300396572587 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.638817590236653
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6379497132652607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5534795743509182
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5513291198467143 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398341726645392
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6388698045805363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490029735496912
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5472078665411646 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450636935955399
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6442176280478965

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5657868571566002
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5654383058670986 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461150667951365
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6453213006271765

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387055026776948
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5377852276876324 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398731820897045
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6390570920544573

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6491348680931421
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6477196413147389

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5640805259166983
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5606151612281519 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6491512569374673
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6479070196665996

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5534795743509182
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5513291198467143 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470768453797676
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.645877665313093

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5646881464312786
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5637973144411424 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6491512569374673
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6479070196665996

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5743261427161312
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5706320512367875 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6512256684951673
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6499363740201062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5801720424640684
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5774580214570283 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471314040665638
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6462448780305295

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.558837080996293
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5564071911638774 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6480887407453916
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6466092501033671

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5592137156968948
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5556385771240387 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6460282205139951
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6447688957328811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5564449775477628
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5562736228963805 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6439795812659187
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.642927447225699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5625478524115762
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5632116740810975 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6398341726645392
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6388698045805363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5700881777761904
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5682291672039929 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6501805011651667
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.648828679781648

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5537770217963949
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5539376605367912 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429280222643677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6418189566060797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5603461270858862
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5582950561890743 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428791767359865
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6414344316711124

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5505218058560036
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5490684839845638 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6449790866548911
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6436587726267242

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5562989949897779
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5570471329283502 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6408536107066681
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6397896022525731

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5478844877193814
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5461748801739732 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470768453797676
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.645877665313093

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5626522053437827
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5635669053067229 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439520801884094
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6427390037084976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480512762922888
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.546914765815552 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418759398628237
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6407091116841139

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5520052908833198
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5515186758816634 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.638817590236653
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6379497132652607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5687891870384851
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5693687321768603 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6460812436942024
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6451403994917418

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5706841411436443
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5698001036919522 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439795812659187
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.642927447225699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5535533777930548
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5533209951999143 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429011959357656
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.641628338282717

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5504653101824086
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5497031236832138 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6461150667951365
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6453213006271765

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5713448308294431
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5706738454569624 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429596271194074
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6420062991110281

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6408886086780303
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6399780061881443

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5699410036064587
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5674219026860532 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471016640021616
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6460628849567954

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5568936194106318
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5564758155098775 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470768453797676
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.645877665313093

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602336979153112
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5596203286527501 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6450024338220677
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6438483109595864

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5442922392713122
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5429935917481633 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5367068377735731
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5357842979373624 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5446396600764362
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5448562572924097 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5343602406787056
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5350965634472372 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5375881375189931
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5367401357607234 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314761665626806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5274289951278536
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5281408108531807 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5558717745628882
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5541717985850045 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720200886395345
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5729969681332122 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6293717750529463
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6283304182121618

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5473162244973462
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5476795244707514 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345896330592634
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.633506600906688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5417435471175094
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5419090131804798 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325559644758685
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6316721848385466

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545544782719513
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5453088157416169 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533992131116511
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5520313353980689 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.557355781713236
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5577088033073202 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325117423401379
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6314761665626806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5609047276046756
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5610112526721354 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6304815529181689
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.62964283048504

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.568714956217776
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.569600542560547 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691453308637083
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5679567761694231 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5395108719759206
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5397821130205301 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282662181996659
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6270086720786828

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5510228097508253
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.552101892859839 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313199037847751
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6295342859632308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.544201683263512
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5441443893245226 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356887640631599
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6348121619353739

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5430861723446894 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418283426756896
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6403201966624829

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5629097661188059
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5630157675001165 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356475188860664
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6346194356109635

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682438997497361
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5681895204370752 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6314514379076624
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.630361399533407

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5439712019546554
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.544476555555469 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314119785464649
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.630159750240519

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5298307898377713
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5288254648150911 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5515307208743587
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5526817207982244 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5377323888912141
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5378994640617095 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5629097661188059
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5630157675001165 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6272454328947751
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6260955716717336

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335311007623785
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.632392380854652

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5426335234118268
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5428512187782794 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6293287057206199
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6281276609561263

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5453083130541682
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5456736687034377 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303513291021084
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6290413223670823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5417710237530383
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5414072444403946 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334952513723099
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6321918395249118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5382352367071805
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5376013450853878 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5457547053438045
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5459185622992504 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580065199395393
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5580608210175927 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5379425839861967
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5388178959845884 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418497521812432
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6405163061396321

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551992975455596
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5520480430722537 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5531062124248497 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6293717750529463
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6283304182121618

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5522157554255867
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5521594330287067 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593227016586799
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5603152849301365 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5605344515735139
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5612034518929645 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5614385696089388
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5621388863544318 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5544523971382105
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5547614368812348 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5498148615111017
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5488328760755968 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5817706512887718
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5823544198189855 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6377236592116523
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6366493276353469

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632502771236988
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5640079056930335 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.64082330521664
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6395979039387096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5531062124248497 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334952513723099
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6321918395249118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626737582296556
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5623850175116475 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324718924840259
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6312767668459315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5515512290246694
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.55131795033534 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5704630967133402
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5702965783804679 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5709001276625217
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5704923811596783 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346755533538988
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6338931274194932

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5665746540877005
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5672281184573632 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6377614683638495
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6368409832579552

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5359318407268711
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.536449710719442 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334952513723099
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6321918395249118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5535578504389678
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5538192599000782 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553321860403766
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5552189950048547 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5624606877989555
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5617110403849949 в дереве

комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346303760335684
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6337015391920532

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637855377063035
f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5634357174148734 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5635743450483824
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5627547285689766 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5724656851655655
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5722998577353374 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.649120326942686
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6469376783435392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5607414891378074
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5613383122640745 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5440030642945733
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5435100808081217 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6512130136501284
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.648972619678735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5658021188497658
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5648388050840014 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5587295646626381
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.559330707285878 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6480726549592234
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6462204183986525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5538116758457677
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.552834358327698 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6435758785825759

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5770341587130917
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5775254756099444 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6438877268070314
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6417474413710363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571201111830355
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5565713556512406 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450866091197721
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5455454600067823 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417930896366555
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6397119154697356

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5669735142556565
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5651996069435025 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5399658864877092
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5400224871815761 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5714111618154816
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5717497936785163 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.642861994516763
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6412372240974797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5493230514466535
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5492084408832988 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6395024600520911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5517776210045225
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5514201867015214 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6470330085149752
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6446978961839392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5479908825685474
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5484899779734825 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417940629863078
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6392896345454729

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.547006246804584
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5452087842742382 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449363980159644
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6426617809758244

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486616777776977
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5483653155554988 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512687142267861
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6483552938437792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.570028625035877
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5689189052240681 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6407495801129166
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6387979130027562

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5428871111587419
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.542459249860077 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.543524294393934
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5437927264146867 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6417999794784911
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6399180144521929

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538673776433859
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5547458278951617 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522691005825546
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5530294198483352 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491441564652052
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.646527047709923

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601247878917839
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5609224848480721 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5472881609836298
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5418034080327565 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5425043155239566
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5377837166964899 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449349535278014
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6428677956731478

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486062809608026
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5446993066344519 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438877268070314
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6417474413710363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5437369946983857
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5397202517484849 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5398598935882708
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5366116350443084 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386403031945195
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6361241736296497

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5682438997497361
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5681895204370752 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428422775953256
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6404151234628322

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546703433994833
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5548814498630614 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459823639774075
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6437829672723373

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518132686784347
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5508336172016474 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470330085149752
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6446978961839392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495817717633267
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5487468709029941 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491296190139861
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6467340113920542

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589236259510469
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5578769809717571 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6480722564135446
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6460210989530032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5588945491609019
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5584781820312776 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.649120326942686
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6469376783435392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5618053045150997
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5608373228319002 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5568936194106318
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5564758155098775 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6543609126589118
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.651925070877541

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5624606877989555
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5617110403849949 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.656411252456604
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.654544821653232

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5399658864877092
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5400224871815761 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522537743702471
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6500898219535434

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.561347147745985
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5606662427869616 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6470435301752454
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6444897396275595

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5663357435449168
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5642910509014398 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6533057003575706
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6510075610139309

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5698960217292657
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5704372034213696 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5578084901804338
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5568358405797991 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6553983870650131
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6530425023491264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5660091874136262
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5655337172603614 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543609126589118
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.651925070877541

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5729349586894578
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.573038341640022 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6543827466845917
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6517227156435456

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571589381910061
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5559555755074626 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491441564652052
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.646527047709923

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.575794154686431
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5748425107142543 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533057003575706
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6510075610139309

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.567800526017099
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5668395462100518 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6543609126589118
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.651925070877541

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5745254250157166
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5748172280127106 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.653287549028975
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6514004755394774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5796450961560554
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5798882469620962 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.653287549028975
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6514004755394774

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5560064041776932
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5555229734184343 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533454090451251
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.65060166387465

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5762325787939515
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5756341348835592 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522662754885357
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.64988954497624

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5595764669669379
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.558752483521553 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533228400120078
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6508062418082841

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5832610321236079
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5836674743991493 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522662754885357
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.64988954497624

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5606908166230351
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5597954549406023 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501855330305334
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6476492971130609

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5777925618537639
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5768432518403047 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6553983870650131
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6530425023491264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5713565449569716
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5712471393290041 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6643286573146293
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6643286573146293
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6616493650808727
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6593407801658335

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401384585003663
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5382450815931591 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6564555498292878
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6539605967788419

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691213118449959
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5685829667848412 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6553726599314175
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6534331258278769

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544523971382105
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547614368812348 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522537743702471
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6500898219535434

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5572030368200563
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5579803652187435 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512130136501284
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.648972619678735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5733443674461348
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5726753659909628 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5743218988236242
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5722857105179271 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5458180471764357
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5448313938234957 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5643392047252399
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.562292385997318 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687376
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5482873187413183
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5469936478378948 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691453308637083
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5679567761694231 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636535568022475
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6340856535939616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.558837080996293
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5564071911638774 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.548366894167825
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5463030667643433 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561347147745985
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5606662427869616 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581082900658608
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5562355329596596 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5597828988057097
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5594305405104226 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684416473078995
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5655146296391408 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5589866072752274
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5572032778757969 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407608265504153
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.639002916295137

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323788332831473
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6306581476619734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5674551335135378
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5653188577579524 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354815234445228
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.632956025505917

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5820680654865199
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5802228014483265 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5664994363567982
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5650660543975281 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5532372740396972
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.551269417766087 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.547006246804584
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5452087842742382 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653462209793684
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.564669283854962 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407608265504153
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639002916295137

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5649767875105492
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.563200524676576 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740814736796336
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5722270452854374 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5517268530474921
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5493868585343707 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5606908166230351
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5597954549406023 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771221122863031
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.576590707540575 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545350854812452
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5446540785149604 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354815234445228
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.632956025505917

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5705108194402153
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5708060697864155 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323567350218992
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6304450897271345

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5810458966524917
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5784344922820769 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5811894684484868
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5792526166581795 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407495801129166
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6387979130027562

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5666772097873579
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5663906466419756 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5600389210615188
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5589170236747426 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5589236259510469
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5578769809717571 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6354860559107041
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.633175899537769

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5553965767537015
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5540311955078989 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386444367059749
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6359044202501855

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5586703066719533
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5583793883813193 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546703433994833
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5548814498630614 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428397875169534
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6406256657677092

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633443654986742
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5632330671669296 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506634035565487
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5503681301206629 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323567350218992
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6304450897271345

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5467662138708033
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5451408107722366 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.570028625035877
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5689189052240681 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334638565364803
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63198790649515

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5557802599051161
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5554253636059722 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6343031992157416

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5573480745126018
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5566632017189613 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302601245228883
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6284089745190196

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5407041675818166
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5397861574379024 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5462897790063153
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5449936197930291 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544523971382105
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547614368812348 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407495801129166
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6387979130027562

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682438997497361
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5681895204370752 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5566685808931021
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5563765738161551 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6344715199905896
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6326930889971691

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5745644651664237
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5723408661907325 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.636540398725446
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6343031992157416

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5685749825727895
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5663456446887334 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375927979762028
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6347730697476702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764854554197947
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.575064535905631 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5722328585742914
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.571630683325857 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396984524662793
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6376763895684344

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5734446588689462
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5713144597199117 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494865574473126
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5473320518720747 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376038152959034
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6356408636671337

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569254601454787
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5558764243245703 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396951731879175
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6370342918891845

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5744882516071954
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5730648396040104 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6343031992157416

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571589381910061
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5559555755074626 в дереве

комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6367629716675607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602613678060346
f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5606560704505392 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5474900489955098
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5453335178847549 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5423772777087946
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5403070720519778 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5682627160913478
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.566993928286553 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533057003575706
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6510075610139309

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5275249644774817
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5253481780115573 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6532939496686896
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6512056346175549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5467662138708033
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5451408107722366 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6480781611532244
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.646416464515661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585106211064008
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5570672691910458 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.649120326942686
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6469376783435392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5558377779053439
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5525905441807115 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6449471054192054
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6432698743858792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5688991979122517
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5684900146382781 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417999794784911
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6399180144521929

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5713448308294431
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5706738454569624 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5593312434125184
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5565034711100196 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6459856837559743
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6441872024124378

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5667355425271869
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5651346212877426 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449349535278014
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6428677956731478

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5706841411436443
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5698001036919522 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438897125494458
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6415391693173333

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6428496804034609
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6410367026822067

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5705108194402153
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5708060697864155 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501614339790692
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6484485538000538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5753702131742054
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5740297966061995 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6449471054192054
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6432698743858792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5649148046329362
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5650202823280976 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397450698498446
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6382881073780899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5796450961560554
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5798882469620962 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5722328585742914
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.571630683325857 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6480781611532244
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.646416464515661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5797960933086781
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5794564250326762 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6480781611532244
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.646416464515661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5755770142452946
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5753544887102324 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438907384568423
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6419523759524629

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5789052840067281
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5778825474436232 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6395024600520911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5700103007079995
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5695380147971323 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6501614339790692
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6484485538000538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5647386096615485
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.563135240236192 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5802479545013655
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5789940965557477 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449385342565067
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6430704890692762

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5655732840891047
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5647558510926883 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6428791767359865
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6414344316711124

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5779408714010311
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.578466414572372 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417999794784911
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6399180144521929

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5742553352963566
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5729940124211503 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438897125494458
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6415391693173333

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760224474204921
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5749200341536633 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6459883193764749
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6435758785825759

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5428871111587419
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.542459249860077 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.643896732011509
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6413275462147074

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5245268485847582
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5252014226565384 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533922000419925
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5344429995104354 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5363020803313004
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5349934795687 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6428397875169534
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6406256657677092

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5361589211833429
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5365824304752264 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6481020700619116
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6454033695531767

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406547746622931
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5403540572948425 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417999794784911
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6399180144521929

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5230460921843687
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5230460921843687
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5239974978227072
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5234885931242673 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5452509327800429
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5432742180826319 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6428496804034609
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6410367026822067

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5448644194916327
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5449751340482865 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.642861994516763
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6412372240974797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5291906886213678
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5279527739628882 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449545087106527
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6422397337367144

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5129658124229802
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5118641780864648 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324054111382322
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6308677707468583

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5308291498927202
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5309435302524186 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5179162233799169
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5179756347153336 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438907384568423
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6419523759524629

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5268190728644595
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5269345005964564 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6435758785825759

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5259980544698939
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5254907418926528 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345533493344179
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6333082998109676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5140280561122245
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5140280561122245
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5146323395372283
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5143174679477093 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418019980596147
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6390734250808182

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5334255766911471
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5320327342997683 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6435758785825759

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.552118346210696
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5502387158374925 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449471054192054
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6432698743858792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5282359361580303
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5275927161911319 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438877268070314
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417474413710363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5279387975198226
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5279969312908984 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459814974351935
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6439867374527332

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5265844300949515
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5268109106652366 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5422946995363094
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5409935637032974 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5286444199891862
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5283371699038579 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636667523778389
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.635537035250695

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5455838936818821
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5447446258555707 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5415860156004377
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5407423808081472 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5310324328437259
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5292161261388268 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5529291285343426
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5518753110301972 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5437723432033351
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.54340983289262 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313199037847751
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6295342859632308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5367068377735731
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5357842979373624 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458180471764357
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5448313938234957 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5426335234118268
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5428512187782794 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464668509768928
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5457004847826201 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417930896366555
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6397119154697356

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5392845787246344
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5396561014014964 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418283426756896
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6403201966624829

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5343911224300871
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5323124124354905 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438877268070314
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417474413710363

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5526642067348738
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5528764113489312 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6395024600520911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404691621686195
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5396965264317297 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.546432035286636
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5462572261220323 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.634423362175897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593382757695254
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5592260310858921 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422349569268406
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5416047966430899 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.529999167764267
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5294950394294236 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.63663480618481
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6353398327760037

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.539179349181953
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.537953774514522 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.64082330521664
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6395979039387096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364707029631038
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.535693887531136 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386719726973695
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6369691299080673

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405357867930072
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5390700024764609 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439795812659187
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.642927447225699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5328823992278561
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5304310356914919 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5462346771465008
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5456082482007921 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407495801129166
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6387979130027562

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502848584763211
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5489936758827606 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345215509069932
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6331066229438814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5513494646625269
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5506586401169609 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5562442933689193
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5566437971213205 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407608265504153
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.639002916295137

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418117413494764
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6401207704400085

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5417435471175094
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5419090131804798 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642842266820359
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.640832854337952

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482101444946887
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5486192504628828 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292450215087446
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5296268225649277 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376617970239997
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6362560180936973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5417710237530383
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5414072444403946 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.552884573548154
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5529931933602109 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5517776210045225
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5514201867015214 в дереве

комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725
recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725
precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5160735489977663
f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5165210638291322 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.649120326942686
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6469376783435392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5522823982113241
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5509937039276266 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5563443139616426
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5526585091955367 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6564352923269494
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6541585449540835

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.549881309430258
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5481741097767311 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543445333485982
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6521241834538136

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5603461270858862
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5582950561890743 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5620155495955015
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5620693396478186 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491441564652052
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.646527047709923

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5568405670141056
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5544090253583092 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.651226229512997
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.648770126600169

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5592270299844379
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5572658175286782 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6554194505110187
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.652842357016399

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5478164543437687
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5468321349495463 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5569898805301202
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5552041956088704 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6491296190139861
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6467340113920542

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5655662704033674
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5653392643873607 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523074081123139
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.649479192891646

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5584670027137116
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.55877259510753 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6564555498292878
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6539605967788419

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645938788855326
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.560674769559559 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6553983870650131
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6530425023491264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.575441167320749
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5733129937072315 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501716383181597
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6478540190749392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6502047390871127
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6474412812224114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458876660085047
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5441756505712154 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543335685689703
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6523200663572964

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5606908166230351
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5597954549406023 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6633266533066132
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6633266533066132
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.66064482417004
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6580316485814439

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5638049173621329
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5639615333337172 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6554194505110187
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.652842357016399

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5668982681619817
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.566487648116878 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6553679178383393
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6536236294613295

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.577343440679518
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5766784070589631 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533057003575706
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6510075610139309

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5618622396955183
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5601694873932781 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6543335685689703
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6523200663572964

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811317235364106
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5799579768313836 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.558682616728702
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5588915268913223 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522465973657212
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6502868503710818

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5542357561503617
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.554637660456711 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5526961570065476
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5517917359395224 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5412924901678124
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5416619571688103 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522841398575625
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6496860063783032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5513260963112279
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5512119589238175 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6470322163216478
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6453025246742787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5820606978753127
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5821119327989482 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470273881095524
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.645104275456346

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5564629989906822
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5557070820341043 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.651226229512997
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.648770126600169

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5542357561503617
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.554637660456711 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491296190139861
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6467340113920542

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5709001276625217
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5704923811596783 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6522537743702471
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6500898219535434

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5605890057812772
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5583520160194014 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522447068049141
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6504806430844464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569254601454787
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5558764243245703 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682331383546313
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5676272317681548 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470569773740166
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6456892069707315

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380013943530135
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5375036345029652 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5575576753298256
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.557327084929063 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6491173272240902
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6473351749626783

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5667071633871397
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5669116809478437 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6449385342565067
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6430704890692762

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5755377263215213
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5761986468843352 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.566496213864714
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5667949115601202 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512447827551652
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6485643557922866

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.567604828902015
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5678564067796263 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561347147745985
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5606662427869616 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501614339790692
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6484485538000538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5573352309049511
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5572225130453734 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512050958156439
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6491718482304852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5706806613450601
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5703962757723037 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449606335863787
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6434659646361486

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545118910521075
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5445597445176399 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491173272240902
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6473351749626783

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5556334262188511
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5541033344777677 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6480770011477835
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6458184931736384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5647010267225302
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5649066424337134 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6491162419625982
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6471380618434155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5664579198088895
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5662900196707287 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.651205004137555
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.649560563531257

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5707194367163584
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5709217579761044 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501596261624722
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.648253634384867

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831227126172832
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5825965131073754 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460090778906754
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6445782687821221

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.55778818002269
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5579472096555615 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5660091874136262
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5655337172603614 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6480554604532734

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.547760284456952
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5479233368586355 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.651205004137555
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.649560563531257

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591163039676268
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547299358410811 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6480726549592234
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6462204183986525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644599174017134
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5637123598352917 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6543279796307592
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6525127323688392

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582338378054811
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.557618602873899 в дереве

комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470420904367707
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6454974976011846

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591566703031231
f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5579557756177894 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5898026905601621
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5894693672938031 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355091781255272
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6336053377658326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5760224474204921
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5749200341536633 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5789052840067281
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5778825474436232 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5664994363567982
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5650660543975281 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5829016156178644
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5818836607379965 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731407950879425
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5719571763900766 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407495801129166
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6387979130027562

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5624606877989555
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5617110403849949 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6395024600520911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.583563735455605
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5827659538060945 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5597266597663485
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5556952538569976 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386410250154058
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6363405072981051

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5759306475991178
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5734160564594566 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396913939611065
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6372517228762382

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5816742937267314
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5793611251507098 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5476451853116286
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5461051880110012 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428397875169534
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6406256657677092

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5790492985713644
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5764365514872052 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5769029169133317
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5764994807238786 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302601245228883
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6284089745190196

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5729107865900237
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5718808775020634 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5735690402519937
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5727603411875354 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5642676366213418
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5629938721968214 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6345173201433644

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.575839991671655
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5741640946125829 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538749528520114
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5521725689822469 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63445334552091
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6324812049352494

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5720265658307487
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5709192815339331 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5476451853116286
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5461051880110012 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6366066618094357
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6351392732322811

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558275017416333
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5569937880622241 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6367629716675607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.572084825727912
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5702281062447153 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355508277397294
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6340211224813647

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5709669677458711
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5691977714773553 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5492441034098701
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5472718179243594 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5844812158789177
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.584319533864555 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365354984386665
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6338646691031277

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771936510861169
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5736127470381226 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376184615217887
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6358492914516527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422946995363094
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5409935637032974 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589866072752274
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5572032778757969 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6347280303323649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5718156622224171
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5685694533171146 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397092205001398
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6378836529519228

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364707029631038
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.535693887531136 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407431770179426
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6385895505595943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5814306926761575
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5793085956691909 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5679444556089057
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5654238514282521 в дереве

комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386917727118782
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6371719235206806

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5658239556035147
f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5625773623909635 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5807040767803942
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5799385625234383 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5753886332128243
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5763462248701331 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314119785464649
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.630159750240519

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5648804492589685
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5634344657758029 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5765217187203724
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5742708158119626 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5747995772599059
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5757699234450596 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5633070889675635
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5640296336612827 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333966784142998
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6313556229911214

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633201719375498
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.563505083600514 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6272029429267333
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6258882585365062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5627983704660134
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5638696107520355 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418019980596147
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6390734250808182

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5625220799782181
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5633484124251713 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5690504192893586
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.567238837993716 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5634715411365486
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5642518836276741 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313199037847751
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6295342859632308

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5641399851437343
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5631369563978792 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6367629716675607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637838164210852
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5642361789997371 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324364400045509
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6310739726554819

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5652651990535513
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5652894030674558 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365831188443237
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6349353435209976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5702974484523442
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5687039719076861 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6343031992157416

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5723889510430406
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5681875784338775 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585676387295194
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.559514802055959 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407416513053658
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6383778153804687

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5518211403334286
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5529647883858775 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312678737011284
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6288777591226493

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5523370900823054
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5517358298676843 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375887249359053
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6352138112070036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5605932766659727
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.559335258881679 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6042084168336673
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6042084168336673
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5994682398504875
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5994121477304704 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281934598682626
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.626588264991582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5840247414764489
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5833704971566527 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334145409551513
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6315698118645319

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5809123450548349
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5786634287639579 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6283089787832417
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6272137009158589

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.587332523206878
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5867882420359113 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407416513053658
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6383778153804687

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5866496919568581
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5850249486418425 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314119785464649
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.630159750240519

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5766201450936573
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5745628295305172 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313461845867351
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6297462069508424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5853494870630087
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5849902539449002 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.573080339422807
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.573261250277522 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5708741010368361
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5683842845114818 в дереве

комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.632901557133928

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5716590811325832
f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5704386141448385 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334369435650862
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6317805684511125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5717788361869627
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5707154641122507 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6365534353514795

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5868319808770369
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5855483160203312 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302385198555662
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6281912749686509

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691676218519642
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.567533672669927 в дереве

комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6338149299513827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741696764795594
f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5716197263899673 в дереве

комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6302285830510146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5567165997069705
f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5568854920859264 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6513732097016129
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6477082238670656

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5526961570065476
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5517917359395224 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6420003035596225
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.63746399681955

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5705108194402153
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5708060697864155 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5717908155074908
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5714460712237749 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6433454866109649
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6373663391262793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5684966401693975
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5670657506991488 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.642229773738372
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.636467591283349

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5558100830131008
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5548350994537485 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6420003035596225
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.63746399681955

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5851271877606447
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5839583770520371 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6388126127498819
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6342691638267077

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5437723432033351
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.54340983289262 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6369205343383562
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6309391547605901

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551612060788891
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5539553753971359 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5526030289897648
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5503583873500691 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6523074081123139
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.649479192891646

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5840141972383058
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5835530561758303 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654481402008143
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6510960610438635

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.563324736244157
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5604989353342537 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6525629719668423
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6481687696805343

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.572726341124102
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5711327644423946 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6566409098805547
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6529222350909178

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5535900030203038
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5505535596243348 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492555779599728
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6456659527010775

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5748091928537927
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5723925176084222 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6545752527983656
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6506618306030827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5694603341640768
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.565653692051932 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6525063389378226
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6483955229871768

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5779271955966708
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5754141077172578 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6504339222080461
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6461232392717002

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5625050287315996
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5610666617942871 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6366371717016924
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6324657239319114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5606720324508044
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5603822029464833 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5764708620700163
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5763064164450766 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5575576753298256
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.557327084929063 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397361919606408
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6363614377037936

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.558275017416333
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5569937880622241 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.638667419251772
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6354545968711374

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.564971052445844
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5654834464111779 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334015241376757
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6297589960010274

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5556061501742555
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.556251571057672 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6366371717016924
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6324657239319114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5702329984644614
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5696289575470058 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5723125911173805
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5726928904381956 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5680915298244688
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5662302281632707 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5797960933086781
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5794564250326762 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5365413791678085
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5350706098732199 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5604501544522135
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5602801816061197 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555645616479746
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5558245665971565 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5731217120656495
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5725868371627082 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629097661188059
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5630157675001165 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5586921517189132
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5577945251903322 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5736883095456009
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5713679873863527 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5722328585742914
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.571630683325857 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5404858222029244
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5375477552251084 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5453540185017827
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5425193463252004 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5693149754916151
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5664921316706046 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591203112933623
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5585732908401739 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5537233490927749
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5513851429754602 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6347533569337728
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6288831054834905

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5671342685370742 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5588945491609019
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5584781820312776 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56274167679591
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5611358591846415 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355843908613118
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6313193187995424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5326478715468886
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5323427990341861 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6318344649396513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5698495265390249
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5681664058043093 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6566409098805547
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6529222350909178

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5880580093416848
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5862196185704932 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6536591393053102
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6490772272704275

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5789500742318489
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5790518861239653 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6613226452905812
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6613226452905812
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6589501212432312
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6543053609070366

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5660327434461339
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.564918152604338 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6535973002681635
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6493050015202897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5677214923003299
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5636827549112535 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6502946436075077
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6467973333572282

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651209116243424
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5645790964069745 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6565924775121357
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6531364349558879

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5680306842410054
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.566918528914203 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.653726789033077
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6488460816396814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537770217963949
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5539376605367912 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6550870407193324
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6490365117247778

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5578084901804338
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5568358405797991 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6420003035596225
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.63746399681955

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5538063223857348
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5543787811193648 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6432091322532926
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6378737300761995

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.64419314222939
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6392697933170954

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5615619728665965
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5613331746582119 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6430948105184779
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6383669883216466

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5722328585742914
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.571630683325857 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6408370023179822
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.637035788745489

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5713565449569716
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5712471393290041 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5600075174720665
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.559527270955205 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432745277141709
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6376218093876362

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5549272943399106
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5538758676773836 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.643592329657195
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6365784626707102

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5595764669669379
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.558752483521553 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6413316043766718
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6347871456305699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5571201111830355
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5565713556512406 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551612060788891
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5539553753971359 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6403666228161845
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6333542859159538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6403666228161845
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333542859159538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.573359589821546
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5732506573695229 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5616441119699132
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5622753053872059 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5470941883767535 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5462052013040307
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5461481502505685 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5471191106314018
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5465616797065733 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6389022200460001

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533399588268801
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5536970917726927 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367109445501449
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6319712187986884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.556750878198995
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5551377160299897 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5802322990136117
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5796375864412615 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6425478769399741
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6354140932984483

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558275017416333
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5569937880622241 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6436861378489062
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6363086246431588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.55076007960208
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5491395728753378 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6409095760345385
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6365608133588538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5622335580251412
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5616220544316013 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6318344649396513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.54042426992996
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5402473880574236 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.635867707107192
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.62977767424099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5435849546411599
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5427435033318588 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6435043270670445
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6368446828382851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.535183884957719
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5339533742938685 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6389022200460001

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.556459699925961
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5567670159943825 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6449931727653652
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6418042373335621

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5557802599051161
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5554253636059722 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5548926896603619
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5544734489884774 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6471379462183326
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6436236815350895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5653833949639534
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5640304960570491 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6461331150364389
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6422628867602089

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5784734505222416
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5783096957999463 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.649219646223074
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6458862403269118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5724656851655655
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5722998577353374 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460957894625229
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6424901775177746

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5605344515735139
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5612034518929645 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6492969692215543
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6454422987583582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5664994363567982
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5650660543975281 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6558629911995
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6508936263531525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5675684191717527
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.567342309251935 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6556633427914721
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6515729794714702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.563324736244157
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5604989353342537 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503819309706947
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6463513109115208

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5642334181349712
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5636237802104525 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6546307469049506
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6504397350628328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.572491047794596
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5710651433023898 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6526253381523022
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6479386426358069

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5662332782448012
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5656255059893036 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6525629719668423
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6481687696805343

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764854554197947
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.575064535905631 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6613226452905812
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6613226452905812
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6590267156886848
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6540792477061126

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5680915298244688
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5662302281632707 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6493438676181031
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6452152639286893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5706841411436443
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5698001036919522 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6525063389378226
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6483955229871768

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5620368618563905
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5609173999846077 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6546920217256387
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6502143000893685

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5706806613450601
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5703962757723037 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6558629911995
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6508936263531525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5744882516071954
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5730648396040104 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503819309706947
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6463513109115208

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5689144549788876
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.56787976420769 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6534461196807829
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6499682433202615

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5672133712440919
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5652610172121332 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.653726789033077
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6488460816396814

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.563386031321903
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5620306359472191 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6547591306644297
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6499855109925754

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5705714767706676
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5683440518560665 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6514190937448603
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6474858589960621

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5618053045150997
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5608373228319002 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008018
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5527570124677184
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5511389539268884 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6504915456401745
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6458917742790383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5737957475190979
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5728417695882035 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6504339222080461
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6461232392717002

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5644599174017134
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5637123598352917 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6515905868666539
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6467985369262103

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5673182290757958
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5644943995584878 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6484803148223856
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6433690002112192

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5638037116824329
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5628380639579509 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.635867707107192
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.62977767424099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5712059511750281
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5716289435384019 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6423775149646053
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6359480463369735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5647010267225302
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5649066424337134 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6400104373615596
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6346695853041548

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.568713300051749
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.568916719461974 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6410579253651338
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.63582202316445

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5712059511750281
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5716289435384019 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5828726583646711
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5834219670242354 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.557355781713236
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5577088033073202 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6391588816862989
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6327296084228549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720381237354071
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5720906362233834 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5638623844754416
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5644152950581178 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593636931564139
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5597146590746338 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5736249625290352
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5738723268708612 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6399555431465405
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6349218633311916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5662403817092174
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5661857595110292 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6423775149646053
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6359480463369735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5769450357177184
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5770473712959843 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432091322532926
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6378737300761995

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5615846952749949
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5618404866883915 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5732151313331247
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5736353653485264 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5777453434250001
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5783385969326295 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.563656765901799
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5642832168303838 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5720108573551861
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5715401635655177 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5673953389291256
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5677380821438889 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6372201898700335

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764708620700163
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5763064164450766 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5646754840085066
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5643878320768113 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.543749126230657
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5439137877398651 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5495490802562839
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5493149054707656 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5347081728694513
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5337833681870924 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531197109623821
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5525674852733736 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5413517815790688
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.54065103744696 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387733738681155
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6345132686453827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5275254438040441
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5272814119604474 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282518247200226
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6227149576521911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533291411758022
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.553215476964336 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5453169617175047
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5452014048022613 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5495817717633267
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5487468709029941 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5651302605210421 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580065199395393
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5580608210175927 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5428871111587419
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.542459249860077 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5314840271398936
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531760886232217 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.545118910521075
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5445597445176399 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5565076498973897
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5571870075166988 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5467001622941823
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5457889466887124 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364190930255092
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5362408293476844 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435849546411599
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5427435033318588 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400019510002002
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5395057832713508 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5393078271237816
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5391908506807054 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5411139350299491
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5384756763846436 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547760284456952
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5479233368586355 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5415175831849274
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5417874197176084 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5409401337009339
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5398719711470774 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5646881464312786
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5637973144411424 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355843908613118
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6313193187995424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.551992975455596
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5520480430722537 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5560064041776932
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5555229734184343 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5462346771465008
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5456082482007921 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5184776365382835
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5176820124784646 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635867707107192
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.62977767424099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5568936194106318
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5564758155098775 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5517776210045225
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5514201867015214 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5362353765973505
f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5355996193065365 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6428397875169534
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6406256657677092

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5921843687374749
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5921843687374749
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.591883024946199
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5920283771651101 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6397598911350553
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.636130250533241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5578084901804338
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5568358405797991 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5888961130345687
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5878853306795563 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6418842991021831
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.638174462608897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5700991259449544
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5705638012725568 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334015241376757
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6297589960010274

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691453308637083
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5679567761694231 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5533410041650602
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5505102747736684 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6408706887107993
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6368000457172063

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5707294082584635
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5691333833908438 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6355549980552813
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6315636957816584

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5665923286261239
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5626717024251974 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355549980552813
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6315636957816584

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5463703553481483
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5443044018602216 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6387733738681155
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6345132686453827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5491003273544577
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5464674395641302 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312622592665437
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6279534022306172

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5666772097873579
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5663906466419756 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.635486688970398
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6325058959786188

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5568405670141056
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5544090253583092 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344568533428917
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.630901182358089

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5568405670141056
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5544090253583092 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6365608133588538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5694516419653407
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5673173917452724 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.529999167764267
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5294950394294236 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6445474509170764
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6380048370356347

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5197565097997732
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5193787714659157 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5266426942103352
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5263343553386939 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6455072306775714
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.639420920774289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5466599519988465
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5463625009903347 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480041775889467
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5475143783448926 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6423775149646053
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6359480463369735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5524450943504599
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5527558577680871 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5308815326571219
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5304450507316761 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6423008468545326
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6362096112311062

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5304730141548304
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5296899291802455 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6456770497574174
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6389022200460001

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5566764800640926
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5568864883771918 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494044858275503
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5480316151784088 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5273833007594084
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5245397573161471 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.642229773738372
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.636467591283349

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.545544782719513
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5453088157416169 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5230460921843687
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5230460921843687
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5261619228383152
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5242525083081034 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5393522449623771
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5386495169129598 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367109445501449
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6319712187986884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5304730141548304
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5296899291802455 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401759956204581
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5405947038044452 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5272371100655666
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5276209667976139 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545544782719513
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5453088157416169 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6466297405404534
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6403202370929015

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.567816075588428
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5679710824524877 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6318344649396513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5479839457996337
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.548039524442028 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6428422775953256
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6404151234628322

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5740245066256204
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5729196578437983 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6449545087106527
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6422397337367144

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5658104964752805
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5659663078931024 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6407431770179426
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6385895505595943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5822457406526627
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5777010531548352 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6417999794784911
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6399180144521929

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5759306475991178
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5734160564594566 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.642861994516763
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6412372240974797

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5689144549788876
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.56787976420769 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407416513053658
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6383778153804687

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5964475910458387
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5957334710400407 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5824770668575927
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5810636248104926 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6387392802783808
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6347538487916694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5773675768162558
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5760296567160293 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.566696158647163
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5635572505317575 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5642676366213418
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5629938721968214 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6418842991021831
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.638174462608897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5887746666978432
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5889671046032775 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6420003035596225
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.63746399681955

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5776010887137132
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5760982372613755 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430457782009616
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6386083580723251

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771362593121765
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.57595757661073 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429637186430125
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6390806575412893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290582
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5706903370835879
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5675521498403915 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6398225830795364
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6356574324951957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5612236152993514
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5592646174495419 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6419177231728609
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6379411176363639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5717908155074908
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5714460712237749 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6408706887107993
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6368000457172063

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5668982681619817
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.566487648116878 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6441389411257261
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6395122228262192

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5806774656642534
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5798047524433022 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601049380175823
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5582344720003818 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5744560654155025
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5737189570867757 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6440901681037916
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6397511692087327

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.572491047794596
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5710651433023898 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6365608133588538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5796777976814489
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5773628407096205 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5649181233677514
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5638786509133169 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387392802783808
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6347538487916694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5687324753928253
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5671340023392932 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6377043008519641

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5729636944909783
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5711968537442818 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6430020971432179
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6388462426427431

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871231128379366
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5866003834852422 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6440467729316571
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639986648045198

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5620368618563905
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5609173999846077 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6463367285258879
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6413193967641574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.583563735455605
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5827659538060945 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6334212055431537
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6295168274248899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5704938439819968
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5690654470007694 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5824770668575927
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5810636248104926 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5669735142556565
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5651996069435025 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397886734140645
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6358955872275297

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5769571479811928
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5751950182781348 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323450549811256
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6286152580150588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5724568358127448
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5717176376364788 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5810551941355077
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5815394853428665 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334212055431537
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6295168274248899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5535208246500488 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355549980552813
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6315636957816584

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.566496213864714
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5667949115601202 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5586703066719533
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5583793883813193 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.630213646548707
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6265690610895219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5590145808859097
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.559844972778809 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.558682616728702
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5588915268913223 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387392802783808
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6347538487916694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5640696050241162
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5645436676455364 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.638667419251772
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6354545968711374

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5861620351343985
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5834515246987726 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323450549811256
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6286152580150588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5840652127032938
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5841161921140612 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751219121759762
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5745887723516417 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5749089523955919
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5738814341492499 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.636583569667922
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6329460511538891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.580478361433117
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5811534114084398 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684605082611149
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5682932990255981 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5649767875105492
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.563200524676576 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5793429772962096
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5786799275929633 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6365608133588538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.594188376753507
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.594188376753507
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5931183004027554
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5935815145416329 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5509997002947984
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5492069488080912 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271879632973077
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6215505114463454

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5593312434125184
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5565034711100196 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5584475659999881
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.55827690225125 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5562339776956511
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.555616877095048 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5535533777930548
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5533209951999143 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6249852721108486
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6197671077839243

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5494044858275503
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5480316151784088 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5682438997497361
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5681895204370752 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6304679909248075
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6244994595919944

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.55076007960208
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5491395728753378 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447692810051649
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5431414297206859 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238343446666117
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6196694210983659

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5553485378959102
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5546616811849612 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6260846473154392
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6206589083750913

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5495960851804386
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.546558480154329 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.626122545544062
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6203843851765642

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5484540465451408
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5491541187641672 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5615754060076602
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5607536060452648 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582263095471427
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5581707158068449 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348788033963167
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6283422805216045

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.554234117585821
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5536151513161968 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6293578992497788
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6236073021450067

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5539686196260346
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5514374926236439 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.555090121597839
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5524612619487452 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5451725455183041
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5439543748455022 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6359332242935087
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6295080130330074

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460533354974171
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5449143895056867 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6260515340781135
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6209296859422012

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5564629989906822
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5557070820341043 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.626122545544062
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6203843851765642

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5613886676798526
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5600307758373891 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282952682344348
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6224419223842792

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5567107125561013
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5535700022601732 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635867707107192
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.62977767424099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5357268097780666
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5358946895023243 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440030642945733
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5435100808081217 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6227572792644112
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6187737588464758

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5498148615111017
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5488328760755968 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.626122545544062
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6203843851765642

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5555869619402365
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5525510993593379 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6250555351693557
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.619216568950591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633466843626767
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5626677633209618 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292753604749359
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6241444587844794

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5520052908833198
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5515186758816634 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6304679909248075
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6244994595919944

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5726823871239112
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5723990903374679 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626894815271568
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5617963846908723 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6249852721108486
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6197671077839243

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5716099080332961
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5700996274113007 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6238667380008887
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6191436013677424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468889706592819
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5464639829028771 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6316416063210265
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6251150563859752

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5593382757695254
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5592260310858921 в дереве

комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6369205343383562
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6309391547605901

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5389419678953657
f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5378714144998908 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5855413457392262
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5825141953843821 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5644599174017134
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5637123598352917 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104209
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.648179221516492
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6447556994459982

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5529964270399057
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5512060310750174 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6407666993076562
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6377222343402124

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5639843722211377
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5597117287038305 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6492555779599728
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6456659527010775

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775552
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775553
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775553
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5971943887775553 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6483048724492497
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6440777088628661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5682331383546313
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5676272317681548 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6494543847002308
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6447509922127388

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5760659833179873
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5725983841037477 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6397598911350553
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.636130250533241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5624606877989555
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5617110403849949 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376354831679273
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6340860384575852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720265658307487
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5709192815339331 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323450549811256
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6286152580150588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5595764669669379
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.558752483521553 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5626894815271568
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5617963846908723 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397886734140645
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6358955872275297

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.582691016018167
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5824131631632883 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398225830795364
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6356574324951957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5569898805301202
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5552041956088704 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5833420505295929
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5826829686609636 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333866672336717
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6299976143062732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5867048711835705
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5851284318032488 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6418560577946016
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6384043509751206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5502186817132464
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5506253871274923 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5633443654986742
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5632330671669296 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.64419314222939
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6392697933170954

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564034802651262
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5629177762944728 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312724743788795
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6277134655921933

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5607447439302718
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5591364781330909 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386534625788018
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6356812328435375

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693452942127516
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5686723249229623 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6398225830795364
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6356574324951957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5677881766068971
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5674408943193242 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398616659935189
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354157708128808

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.575839991671655
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5741640946125829 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355110752007994
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6320418263819292

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5682627160913478
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.566993928286553 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6333866672336717
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299976143062732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5743211283359382
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.574699027102805 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344568533428917
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.630901182358089

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603461270858862
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582950561890743 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6419177231728609
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6379411176363639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5822685260333668
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5822158469193974 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6377043008519641

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5575712728569813
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5578298732942348 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6485501036140777
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6431258664024009

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5686854762395224
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5677991739416822 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6411181066349173
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6355686751632036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5616246068992681
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5601019443278427 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5454097585434495
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5440318949587486 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5647386096615485
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.563135240236192 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355843908613118
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6313193187995424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5648266229428555
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5624016885805817 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5295923813561042
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5287356456658764 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6443888426156114
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6385214466998271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.565458625061735
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5633203237706328 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5558717745628882
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5541717985850045 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5472475180949565
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5452730180034957 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5631521345273574
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5619561758384429 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547006246804584
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5452087842742382 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.644465293697493
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6382649241620039

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5461284023555312
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5442418987153259 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5488899004095518
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5484663494242772 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366715138655838
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6322202515792384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5574725912545238
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5553261878213538 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5467662138708033
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5451408107722366 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6443888426156114
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6385214466998271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5609833340203347
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5592023601427232 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636583569667922
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6329460511538891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5733443674461348
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5726753659909628 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302482172126896
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6260735148368299

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561116421141391
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5542365939189372 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603461270858862
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582950561890743 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292123425621191
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6246668594921803

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5842720440738854
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5842196078454435 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.555476082802721
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.553327653834034 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5713117219074345
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5684898637827218 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6421642378412413
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6367220033642438

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.547006246804584
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5452087842742382 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5638590614063949
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5621687169960359 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432745277141709
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6376218093876362

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5458876660085047
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5441756505712154 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524668901050566
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.549533558545408 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6476689747441778
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6414755024222988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430774289616754
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5435390381966577 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5556334262188511
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5541033344777677 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6443180383209233
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6387744214243328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5468579971031683
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5444181963304687 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6410579253651338
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63582202316445

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5626894815271568
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5617963846908723 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422946995363094
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5409935637032974 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5576304864456567
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5561028710944593 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400104373615596
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6346695853041548

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571201111830355
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5565713556512406 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6399555431465405
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6349218633311916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444294468344106
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5442539467671629 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6465479114928508
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6405753021163053

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545118910521075
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5445597445176399 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6497437909519316
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6437812120609342

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440030642945733
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5435100808081217 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5375361876459713
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5372966362833194 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5458876660085047
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5441756505712154 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6443888426156114
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6385214466998271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5443738165284714
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5423057369560996 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6410579253651338
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63582202316445

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581082900658608
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5562355329596596 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.644465293697493
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6382649241620039

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5270541082164328 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551612060788891
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5539553753971359 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5509309627287745
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5498747543830106 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400104373615596
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6346695853041548

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370498884873856
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5375197727662839 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6410579253651338
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.63582202316445

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5617842182560067
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5614331289626482 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6455072306775714
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639420920774289

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5244035623121572
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5242211532184666 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6341542983002084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5442348170366709
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5436065224219411 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5494865574473126
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5473320518720747 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400104373615596
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6346695853041548

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5487631467364416
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5471401918237873 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6399555431465405
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6349218633311916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5337212306649189
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5338899149429391 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6443180383209233
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6387744214243328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5512406887247835
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5492706178452231 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6443180383209233
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6387744214243328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5371816170698359
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5359535744041951 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390877117429395
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6329952040376899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440030642945733
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5435100808081217 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6475115460296099
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6419771438996986

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317644265015542
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531394302179268 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468889706592819
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5464639829028771 в дереве

комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6423775149646053
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6359480463369735

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5296716432703779
f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5281093584607764 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.647217151293073
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6431703951328893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5740426385633883
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5740948955384965 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6460637994254763
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6427140655347683

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5620368618563905
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5609173999846077 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418560577946016
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6384043509751206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5789538747263001
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.577194100545061 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6449931727653652
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6418042373335621

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671211117346692
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5665810315959078 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6461758226904534
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.642032178454032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.575794154686431
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5748425107142543 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461758226904534
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.642032178454032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5873411237629762
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5866860097289639 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.552439800643312
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5522670641866413 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540450986769038
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5529158947451474 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492969692215543
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6454422987583582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5609217917566152
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5598775376189437 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.540854342463372
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5409661043923242 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462775786918296
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6415604488328884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5662403817092174
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5661857595110292 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5528917599100919
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5524710824670772 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513732097016129
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6477082238670656

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6483048724492497
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6440777088628661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5489327969232064
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5478741977358238 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6525063389378226
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6483955229871768

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633443654986742
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5632330671669296 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.572491047794596
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5710651433023898 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5611600503845451
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.561596834487779 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418842991021831
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.638174462608897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644553313566643
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5642867403158588 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450904349680427
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6411255263370893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545118910521075
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5445597445176399 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760471533913694
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5760991548536094 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6495181071713721
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6445137250640549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5816518073650623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5818935536591744 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6450203144766924
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6415814103691014

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5474071221854999
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5460317550685788 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.563386031321903
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5620306359472191 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6460957894625229
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6424901775177746

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5726828060477661
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5718010334422223 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460637994254763
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6427140655347683

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5588996890905452
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5590067378441542 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6474414444530889
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6422227168822903

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5722328585742914
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.571630683325857 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5638590614063949
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5621687169960359 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386403031945195
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6361241736296497

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.569798933184432
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5688402873361026 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471379462183326
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6436236815350895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5588945491609019
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5584781820312776 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461758226904534
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.642032178454032

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5640200644234827
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5640735989629316 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5706806613450601
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5703962757723037 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.638667419251772
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6354545968711374

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450203144766924
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6415814103691014

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522157554255867
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5521594330287067 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5666772097873579
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5663906466419756 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6456569008462267

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5665746540877005
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5672281184573632 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.538885251658202
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5384545168172767 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6439088229313119
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6411125582724522

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5685749825727895
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5663456446887334 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503355211304443
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6465760040604287

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544637693879242
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5537057625838073 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6517336444142667
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6463233161157311

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444158831994574
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5447335413154968 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.638667419251772
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6354545968711374

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.575567979292716
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5747614637112473 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439483773344606
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6406724316235386

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651784107007384
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5656096781080282 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6483048724492497
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6440777088628661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5732151313331247
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5736353653485264 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460637994254763
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6427140655347683

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5682331383546313
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5676272317681548 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602336979153112
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5596203286527501 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6474414444530889
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6422227168822903

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5731462925851704 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.635486688970398
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6325058959786188

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5798336350934084
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5781625538180984 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5582263095471427
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5581707158068449 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5522342574759909
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5516134255373455 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418019980596147
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6390734250808182

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589236259510469
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5578769809717571 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5755565511395629
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5725264967093674 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6485501036140777
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6431258664024009

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.551551139229961
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5518139532029999 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397361919606408
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6363614377037936

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5566685808931021
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5563765738161551 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531233297521586
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5535711472472807 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6456569008462267

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5620597647171701
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5625369564365298 в дереве

комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6493438676181031
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6452152639286893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555645616479746
f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5558245665971565 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6238897900115071
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6188751042941916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5717908155074908
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5714460712237749 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6239498228536892
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6183268479688492

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5720108573551861
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5715401635655177 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.626122545544062
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6203843851765642

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5698495265390249
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5681664058043093 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.621710316921635
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6170904671433096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5475377168119475
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5478033398088433 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682331383546313
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5676272317681548 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6217280459449007
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6168205226461817

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5800130839439326
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5795487586390594 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.621710316921635
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6170904671433096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593913040378022
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5580309157275591 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.621710316921635
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6170904671433096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5749019871630618
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5744971142024784 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474071221854999
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5460317550685788 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152410536838743
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6109310644700117

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5604542687064781
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5575240940922743 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6184800160887389
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6138751817020882

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5733443674461348
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5726753659909628 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6216970633717055
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6173566609587038

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5441317544038096
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5422429596746036 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6227981538432178
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6179828925350447

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5642334181349712
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5636237802104525 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292414349631502
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6244074950037096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580069608248798
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5575251221868198 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760471533913694
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5760991548536094 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228480913923656
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6174369300490231

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5758383920410184
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5759901806900285 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6239174699108558
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6186028590979914

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5553321860403766
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5552189950048547 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5641579158746178
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5649415010050691 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5366513231045908
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5363484281645143 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6195663018782943
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6147659409981721

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5625050287315996
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5610666617942871 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6184800160887389
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6138751817020882

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5724656851655655
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5722998577353374 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6238667380008887
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6191436013677424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601049380175823
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582344720003818 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6238897900115071
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6188751042941916

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5656187273528794
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5641010175612259 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5568936194106318
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5564758155098775 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6315663018494906

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5486616777776977
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5483653155554988 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.617397474763128
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6129841986944443

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5783149764629779
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.576283040326171 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6195663018782943
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6147659409981721

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5806892902393158
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5804103485981241 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6260231590801423
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.621196735592175

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395040151882985
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5373393819354758 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6227981538432178
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6179828925350447

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5606720324508044
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5603822029464833 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292414349631502
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6244074950037096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422349569268406
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5416047966430899 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392355665267561
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324603715961574

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5647386096615485
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.563135240236192 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561347147745985
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5606662427869616 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6216970633717055
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6173566609587038

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.549881309430258
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5481741097767311 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.572725573380968
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5729267964902347 в дереве

комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495817717633267
f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5487468709029941 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6357525671066538
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6303060250339142

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5473162244973462
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5476795244707514 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5395108719759206
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5397821130205301 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5509449851691504
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5518056115510248 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6437858172485322
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6360351510556478

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404004431928922
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5411212300116357 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5377213645458551
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5386644131013075 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5494118967846083
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5504149376035925 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.633624590665974

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5439040557422474
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5451711808053313 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513677433856655
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5520962002616435 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6447291310637635
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.637473900680943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.54606332292925
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5471528653256813 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.543084905786157
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5443859252745751 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5399515213407631
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5404631331374555 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5663105537439571
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.56727940464454 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5439040557422474
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5451711808053313 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.550254153378943
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5510205633083275 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6433454866109649
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6373663391262793

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406396820868806
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5416019618445889 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360041145686056
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6292346711509645

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5583450301412541
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5594401031564816 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486964062021152
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.54992988490633 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389616855556636
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6335155409387708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5398306372117627
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5411372223202348 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.633624590665974

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5354750386312761
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5367733789683438 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6455892439566895
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6391633518689892

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5485863238562567
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5497471750097869 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6303018909243404
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.625563488605702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5433004016109904
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5436678129361239 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.549783897549852
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5503641755438636 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5339389414300223
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5352766945849591 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378069030296564
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6328708625633895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513320473837021
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.551691236005379 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6413316043766718
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6347871456305699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5397278354601451
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5403276616051105 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6349495149860814
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6280663271846469

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5381644701572734
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5389674240682827 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5492039800263555
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5502538498026796 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5497030540911406
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.550841150442011 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6391588816862989
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6327296084228549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5294148408653281
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5306994979954643 в дереве

комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6434220665521061
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6371073025918894

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5532514686792852
f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5542784238536624 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6379719531686115
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6320989853693108

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508974284673884
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5514344123459504 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389067184769751
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6337703162527003

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5334607713846755
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5344852389308231 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.633624590665974

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5389911690726198
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5403450022171434 в дереве

комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533819086303201
f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5541047374802012 в дереве

комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422861487096219
f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5435244069373208 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6460957894625229
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6424901775177746

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5535208246500488 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6429637186430125
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6390806575412893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5624606877989555
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5617110403849949 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5689144549788876
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.56787976420769 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.572726341124102
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5711327644423946 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397361919606408
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6363614377037936

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5575839208601691
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5545486390943408 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6418560577946016
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6384043509751206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5585106211064008
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5570672691910458 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641814948984188
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6388538175717186

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5539974902835771
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5540523023873668 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6450904349680427
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6411255263370893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5496422455384342
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5481047246276928 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.630213646548707
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6265690610895219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5620155495955015
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5620693396478186 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355843908613118
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6313193187995424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5775669183334382
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5767625862349591 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6355843908613118
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6313193187995424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.56312625250501 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5602298275876614
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5601744767328908 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5540058475305064
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5535208246500488 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344764634135439
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6306614549405957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5908942788401369
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.589885887326743 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6312874130310261
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6274699590681212

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5645022325441987
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5630663580959078 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.569798933184432
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5688402873361026 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5951655656528818
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.593244216104226 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5642676366213418
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5629938721968214 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387733738681155
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6345132686453827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5698960217292657
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5704372034213696 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378566368818777
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6326171672440657

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5855626744963274
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5847670763298062 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5880580093416848
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5862196185704932 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5942307326463863
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5929942928698085 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6377623833398963
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6331209829759096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5672133712440919
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5652610172121332 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.642049555932892
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6372201898700335

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775552
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775552
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5967992133562809
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.596987258659799 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5793687244152691
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5792612114910789 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5825504419579361
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5803344948600646 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6377623833398963
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6331209829759096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5615754060076602
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5607536060452648 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6398616659935189
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6354157708128808

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6008851078679776
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5998886705626761 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.630213646548707
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6265690610895219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.590294209381039
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5882750297509018 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5864514430320495
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5857268737885568 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6388570445307336
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6340215184154087

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.569798933184432
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5688402873361026 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5596275466724625
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5581024077111509 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6366715138655838
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6322202515792384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5510969254355846
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5484653803590018 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355549980552813
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6315636957816584

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5868979472290006
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5858847740323697 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6367109445501449
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6319712187986884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5882317394529317
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5876444895566661 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5891233129482635
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5886023186741758 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5436510648580173
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5421061147776179 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5538116758457677
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.552834358327698 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5383842000694409
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5363097422437341 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344265601713579
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.63182491795607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5436510648580173
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5421061147776179 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6315992298501877

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5526030289897648
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5503583873500691 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6366078718459623
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6327076518661326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5424683917713774
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5416978458820265 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5418212328417695
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5408299115713945 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6451335055756363
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.64089243956828

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5647010267225302
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5649066424337134 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6440901681037916
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6397511692087327

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5800130839439326
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5795487586390594 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418560577946016
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6384043509751206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5586703066719533
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5583793883813193 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6450527201749426
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6413551782829503

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5560020051115582
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5560565617024797 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387392802783808
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6347538487916694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5598068973477669
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5588365817058496 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6450527201749426
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6413551782829503

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410682488035788
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5415326163865332 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429637186430125
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6390806575412893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.552047157882032
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5509155184352822 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5688196509072303
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.566398020191718 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5540204034893856
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5545101116005028 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6408370023179822
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.637035788745489

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.562008074119253
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5615294197235906 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429637186430125
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6390806575412893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5520585319261158
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5528844525340781 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5505218058560036
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5490684839845638 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375927979762028
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6347730697476702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5644479580071887
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5615193618657075 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5532372740396972
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.551269417766087 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430020971432179
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6388462426427431

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5464668509768928
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5457004847826201 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.641832955243445
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6386307977123084

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5638590614063949
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5621687169960359 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653474103632485
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5652365852074482 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6365608133588538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.556212071782748
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5534840084900512 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418842991021831
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.638174462608897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5522342574759909
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5516134255373455 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6366371717016924
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324657239319114

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531233297521586
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5535711472472807 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5435426339511277
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5433057708770425 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5424683917713774
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5416978458820265 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5271171095281344
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5265423278172388 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368052644764101
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6314624067143383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5389419678953657
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5378714144998908 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558682616728702
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5588915268913223 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387055026776948
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5377852276876324 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6380376430596633
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6318344649396513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5560020051115582
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5560565617024797 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5406547746622931
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5403540572948425 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5597828988057097
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5594305405104226 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412548891475229
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6350512533147897

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460088399518648
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5468559282985824 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.541310871988356
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5411943687212241 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5346345812088619
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.532372722844072 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6400707048611327
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6344137358668708

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.535183884957719
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5339533742938685 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6393178264174938
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6321874759139028

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5393522449623771
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5386495169129598 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6316416063210265
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6251150563859752

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5451725455183041
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5439543748455022 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5315913203968263
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5307367681895881 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5374203039752479
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5360324545194285 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5219258054779845
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5201848953381215 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411181066349173
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6355686751632036

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.525286513071761
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5251662243970747 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5234036872640818
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5241249879668248 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6327653592703752
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6260057528200188

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5446170521982523
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5423647586807371 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6316416063210265
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6251150563859752

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5511022044088176 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6360041145686056
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6292346711509645

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5569254601454787
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5558764243245703 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5580069608248798
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5575251221868198 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6260515340781135
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6209296859422012

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502220791124178
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5474905052483069 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.558275017416333
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5569937880622241 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6413316043766718
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6347871456305699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5668231369250428
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5643998543861499 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5604542687064781
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5575240940922743 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292782502607345
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5272838187157218 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327653592703752
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6260057528200188

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5511022044088176 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282518247200226
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6227149576521911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455838936818821
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5447446258555707 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5542799379463271
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5529937319724922 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6293578992497788
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6236073021450067

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.539656944404406
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5381070415442347 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5453169617175047
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5452014048022613 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.541310871988356
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5411943687212241 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6359332242935087
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6295080130330074

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5413517815790688
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.54065103744696 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5676820737655707
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5682990397167398 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282132781447199
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.622984267590211

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.538191129141956
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5381331065463844 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5350701402805611 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5399591479776136
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5408274040630869 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6293141657967696
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6238777336457197

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5424268583821853
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5422506674122932 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.636986158995926
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6306720712151397

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5553485378959102
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5546616811849612 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6315821486438474
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6253914354000408

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531634739667721
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5519551752868092 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395870765597154
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5387412582844353 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487631467364416
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5471401918237873 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6338228604448161
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6271748637684698

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524645397851664
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5517044431335106 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6347533569337728
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6288831054834905

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5361451625969231
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5342472035117146 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6380376430596633
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6318344649396513

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5326380870109838
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.530374315676739 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5525190096686029
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5510681802861843 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6360041145686056
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6292346711509645

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.536387661249764
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5343110773396123 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5391183101900948
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5385539389508396 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6259330465766174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5386212500826079
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5388411417500186 в дереве

комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.552118346210696
f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5502387158374925 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5603461270858862
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5582950561890743 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482156552964835
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6445330907891016

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5648266229428555
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5624016885805817 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5687324753928253
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5671340023392932 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6439483773344606
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6406724316235386

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5472475180949565
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5452730180034957 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5672047980921046
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5636270970858539 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449931727653652
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6418042373335621

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5782504147663626
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.576994068510882 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6471748446982485
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6433987385206543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5555785888854934
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5547502384741295 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6493963224404732
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6449848334193538

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5680290940794449
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5680821175931574 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5991983967935872
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5991983967935872
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5990004593731523
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5990970344037766 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6419177231728609
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6379411176363639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5702474177902548
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5701932813631212 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6471379462183326
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6436236815350895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5915942043923781
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5913788476268274 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.640808471128331
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6372680578075424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5539686196260346
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5514374926236439 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6473181825338077
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6427034474992676

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5903894260843994
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5907481204196805 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.657314629258517
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.657314629258517
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6549110737118794
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6495178105524053

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5771362593121765
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.57595757661073 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462775786918296
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6415604488328884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5529079461785964
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5534414172124115 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472649140080546
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6429386364938169

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6000186504157988
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5995702463229137 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6514705839431334
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6472601327244895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.55778818002269
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5579472096555615 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6539651666940862
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6481322646349476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.571509395832212
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.57218157244722 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462775786918296
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6415604488328884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645022325441987
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5630663580959078 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472649140080546
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6429386364938169

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5904499022375651
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5897295126891503 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6504915456401745
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6458917742790383

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5609047276046756
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5610112526721354 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6560258443754443
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.650423915349172

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5822454942363685
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5809941246006136 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6420003035596225
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.63746399681955

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5865577845586644
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5874059439633984 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6451819803673847
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6406559027857963

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.561122244488978 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6528473838478465
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6472278679380055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5853778590089921
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5852717656126349 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6440087070693111
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.640218674684553

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651209116243424
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5645790964069745 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6538003049399683
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6486115495589938

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5922861162359601
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5922346515496277 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.648416216257933
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6436086748395577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5750236410018839
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5755184707434833 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6312874130310261
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6274699590681212

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5367068377735731
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5357842979373624 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5577163411833401
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5553817118576385 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.628092363036
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6242755450780264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5337212306649189
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5338899149429391 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355843908613118
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6313193187995424

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5357670654021478
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5353994790837185 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5390781563126252 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6276151955174516

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5408861814084719
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5404568833386767 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6377623833398963
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6331209829759096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5612236152993514
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5592646174495419 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5354229403331976
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5340325944095984 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5445301944182057
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.543069395079702 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5438196400091025
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5428306526974451 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.628092363036
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6242755450780264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529964270399057
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5512060310750174 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302726446083783
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.625820319948527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450095200594767
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5432097020073118 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366715138655838
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6322202515792384

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602054002296347
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5574796773178806 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569624935769827
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5536075410230047 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630213646548707
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6265690610895219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551731827232367
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5477077528027412 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5397697043027414
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5394046559881692 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302482172126896
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6260735148368299

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403807388891176
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5383084071478559 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.628092363036
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6242755450780264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5433139168529304
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5431978867617427 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5505218058560036
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5490684839845638 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582338378054811
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.557618602873899 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5493499280458353
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5486571195829607 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5593382757695254
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5592260310858921 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6291880381539048
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6249225691876616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5575712728569813
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5578298732942348 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323450549811256
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6286152580150588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5791583166332666 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5663737310078358
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5670914156283875 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249338340037865
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6203026588835316

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644889110769635
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5647893324469727 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5678009514658489
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5686699082102012 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593636931564139
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5597146590746338 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5756316737380421
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5758776335679395 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.625563488605702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5706014557638249
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.571244562833629 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6280822381162885
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6245228641639852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5479839457996337
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.548039524442028 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281506840361816
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6235117816939525

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5545685375117915
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5555220556349575 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.569297517427341
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5700354461673233 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376887905674089
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6336105641384271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5615846952749949
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5618404866883915 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5646754840085066
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5643878320768113 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5777453434250001
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5783385969326295 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5535533777930548
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5533209951999143 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5713448308294431
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5706738454569624 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5666772097873579
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5663906466419756 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5604743055014622
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5607781742206775 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6216837565367309
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6181329109376127

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5484304887749586
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5487446995417921 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6270298405968977
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6231264147728655

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5453169617175047
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5452014048022613 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5655732840891047
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5647558510926883 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312874130310261
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6274699590681212

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484304887749586
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5487446995417921 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625563488605702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5625050287315996
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5610666617942871 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5653833949639534
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5640304960570491 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238249205597954
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6199267780944218

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6259994771480228
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6214600747822029

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551199110727087
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5545694204623071 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5744682736177908
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5743031370902071 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323647673688464
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.628370634504969

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653874274859477
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5657322263765752 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5680097440608128
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5675358660287468 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582263095471427
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5581707158068449 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6238249205597954
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6199267780944218

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5651302605210421 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627044451857407
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6228729657405997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5695711621705493
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.568758096140112 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303750222113265
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6250388492382206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5749089523955919
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5738814341492499 в дереве

комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292123425621191
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6246668594921803

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580065199395393
f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5580608210175927 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6344764634135439
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6306614549405957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5596275466724625
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5581024077111509 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376596236552683
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6338500568186956

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5441317544038096
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5422429596746036 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376021110614136
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6345475298898487

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5481250503072528
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5462408377560481 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323145240268513
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6293277833731733

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5692099565590056
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.567259817132997 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334015241376757
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6297589960010274

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486988271983041
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5477898764389822 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386863466050251
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6352244975698385

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5675722231298269
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5667569736164 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.636583569667922
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6329460511538891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5497658635700997
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5499281114180208 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6354817224722105
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6327326958356458

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5374203039752479
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5360324545194285 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6315992298501877

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450095200594767
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5432097020073118 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508795350340238
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5509886785322298 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387733738681155
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6345132686453827

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546948219106695
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5537926656897924 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344265601713579
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.63182491795607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5586921517189132
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5577945251903322 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6315992298501877

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5618622396955183
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5601694873932781 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5649148046329362
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5650202823280976 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387392802783808
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6347538487916694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581082900658608
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5562355329596596 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375883483162201
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6349951586975507

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5518781311411348
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.550173339379489 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312558447883665
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6284226281561591

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5529964270399057
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5512060310750174 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302482172126896
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6260735148368299

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5510969254355846
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5484653803590018 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323301370178614
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6288563135622889

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544637693879242
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5537057625838073 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312622592665437
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6279534022306172

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731407950879425
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5719571763900766 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6366078718459623
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6327076518661326

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5595764669669379
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.558752483521553 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.647217151293073
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6431703951328893

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720316423781081
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5728374195382476 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376163261266802
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6343185244324666

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5625478524115762
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5632116740810975 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397038734801955
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6368134436596943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.571509395832212
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.57218157244722 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5687891870384851
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5693687321768603 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6372201898700335

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5808607338895017
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.581414362046039 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365497875101316
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6334123257051495

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5667071633871397
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5669116809478437 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397038734801955
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6368134436596943

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781384871727386
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5785906461085838 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429305956516367
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6393116180452464

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5745254250157166
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5748172280127106 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6451819803673847
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6406559027857963

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5758383920410184
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5759901806900285 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6418019980596147
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6390734250808182

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.569789496057194
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5694434827715497 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531233297521586
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5535711472472807 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419177231728609
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6379411176363639

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.555347870270058
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5557029475400064 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6428799360365107
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6397632358368871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5779408714010311
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.578466414572372 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430020971432179
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6388462426427431

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5804836153142523
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5813679821677409 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6388570445307336
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6340215184154087

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644553313566643
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5642867403158588 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376354831679273
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6340860384575852

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.56312625250501 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407533749732836
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6379441713972432

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5620597647171701
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5625369564365298 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6443070988358649

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5707358731757739
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5716117549784884 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.647377008287074
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6424648128165855

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5891783567134269
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5891783567134269
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5872581658945676
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.587982737076054 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6374968680371255

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5642368636686987
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5641819985849831 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429026827350524
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6395391392031134

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5556061501742555
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.556251571057672 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6495181071713721
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6445137250640549

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533819086303201
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5541047374802012 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407533749732836
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6379441713972432

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5552752130057501
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5562907108791537 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6377043008519641

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740489099621157
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5750111333778668 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6377043008519641

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5577008985007978
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5586155937162666 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397175331524293
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6365891638010787

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5684605082611149
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5682932990255981 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492969692215543
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6454422987583582

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5675684191717527
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.567342309251935 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6456569008462267

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564971052445844
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5654834464111779 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418560577946016
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6384043509751206

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462239606159192
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417980375655012

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5774348961450155
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5777673609804576 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6372201898700335

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.572725573380968
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5729267964902347 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386534625788018
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6356812328435375

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5710026055794679
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5715044610105612 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.577551891566176
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5782071841028931 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430457782009616
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6386083580723251

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589300553238582
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5599888841476206 в дереве

комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387102859929521
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6349909199496891

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.569297517427341
f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5700354461673233 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5493230514466535
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5492084408832988 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.534839226920981
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5349525599083809 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6369205343383562
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6309391547605901

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.546432035286636
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5462572261220323 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6316416063210265
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6251150563859752

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5341345757500502
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5349497109882677 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281795801593959
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6232498698166078

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684583766072291
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5677149987358854 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63147861263973
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6259330465766174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5439749161436715
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5440310058118021 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5575576753298256
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.557327084929063 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589394993122203
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5594624318117946 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5584670027137116
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.55877259510753 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5562442933689193
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5566437971213205 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327004218310971
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.626283234984328

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5562227915066239
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5561669548807988 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5551102204408818 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6390219984777522
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6332571758302598

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5485863238562567
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5497471750097869 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6358075063256511
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6300436724384129

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5600110347675205
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5600650803327056 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6227981538432178
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6179828925350447

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5716182513200285
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5718670201737831 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5490981963927856 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368602544111458
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.63120259418225

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5459794309716526
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5460352651269149 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402075790121342
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338912556383125

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5568936194106318
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5564758155098775 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6315278352022498
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6256640928436678

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5757934544080844
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5754512481282256 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325367662779328
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6270934308862305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5417578678202378
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5426847667997712 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5487912095950508
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5499199798947058 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551199110727087
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5545694204623071 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5523419847415432
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5533527665123903 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6265569967997096

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5586703066719533
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5583793883813193 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5593636931564139
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5597146590746338 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6314344293521753
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6261983142009577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5448658753337647
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5454133977465672 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5622699050245923
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5626622071151486 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6291480125342404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5604614581961976
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.559709720934698 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6443888426156114
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6385214466998271

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5527544151215463
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5536650681118366 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346488433971565
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6294092724899055

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5640200644234827
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5640735989629316 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5632502771236988
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5640079056930335 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5535617021956037
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5546966680018359 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6323598804503925

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5417390478780865
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.542334964392861 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6304679909248075
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6244994595919944

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5386205599144364
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5395914441333809 в дереве

комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6259330465766174

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5687891870384851
f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5693687321768603 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6249150623283504
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6205648579565757

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5554614893776157
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5546590248200041 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6291684781630013
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6251746407795348

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5584496903694749
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.557285655434617 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633549035922514
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6285123311238876

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5689408238494699
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5645745340607335 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6337576864686781
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6274497242165241

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5758088077157087
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5742513817921385 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6270876344834685
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6223550769436207

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5376615413484404
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5361970383421804 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6259994771480228
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6214600747822029

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5608722601308156
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5599233032947587 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5572160716028172
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5569654412631126 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302285652024232
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6263230897914976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.57734985667432
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5699922298397543 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5640062980433082
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.562849203673889 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6268270562063907

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5749087962420456
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5736448560756874 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6259508296838701
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6224766672384484

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5554614893776157
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5546590248200041 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6249008655609091
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6208233622935377

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5736750152035813
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.57220451343537 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356187970433984
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6310713795288476

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740723896054383
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5713137257246966 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313071157291048
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.627222866786204

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5780844109960548
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5741714373540582 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625563488605702

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5615974452295355
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5602107322134744 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6336430594826906
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6279883595075152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.563792033329771
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5606009668801066 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.567692685213441
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5630151088694243 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6291536205188984
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6254230907113527

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651705933092891
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5624528233287588 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324187445889671
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6278706195652474

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5699562110195493
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5678152457569259 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5629922117440695
f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5603937777914824 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6270298405968977
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6231264147728655

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5526591644828117
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5523175554313471 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313609826790032
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6267178602599824

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5804192642658265
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5768661420896938 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684028020085714
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5672293502489529 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323647673688464
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.628370634504969

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5730385478797967
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5704395974423795 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5518612983542843
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5508308318512977 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324924223179029
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.627356138265473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.6002004008016032
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.6002004008016032
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5936253730790172
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.590110961222055 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5557229731361126
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5539970939951978 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627044451857407
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6228729657405997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5516792411494836
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5514385278239748 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6264599130637988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5810486116957497
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5806816643320085 в дереве

комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825
precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5725511067090003
f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.571039382527774 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627019828006771
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6233762223545842

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751095004380017
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5721875346784775 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.628092363036
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6242755450780264

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5759773106620144
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5724308193396909 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356582629127719
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6308198617955871

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5981963927855711
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5981963927855711
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5912664006719578
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.586854839892087 в дереве

комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6367109445501449
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6319712187986884

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5784067444146049
f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5754258242788962 в дереве

комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281071183283917
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6240246025893607

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5498753451834834
f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5490872416463692 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6318514056135871
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6242634073992803

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5533771705390533
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.548757562910918 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6271879632973077
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6215505114463454

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5380761523046093
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5380761523046093
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5458123804326204
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5398060577495046 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6285877510765966
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6210202312094205

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5349911169034179
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.531637442370893 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6275214135262757
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.619839781970495

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5357548846852314
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5334005830056566 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6292123425621191
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6246668594921803

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5303980447907335
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5283150826272468 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.628455489122954
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6216002845252769

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5488616121131151
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5447246499201155 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6221615124561289
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6139107770779823

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5424268583821853
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5422506674122932 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6342296679925795
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6257444047446842

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.55076007960208
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5491395728753378 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6319320105249344
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6239719582534244

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.554993153785013
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.553205113341944 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376001811892626
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6286989494722168

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5030782584122242
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5012289744018569 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.630419002124606
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6247710069292909

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5393522449623771
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5386495169129598 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.632992125866962
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6251508008965112

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5428871111587419
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.542459249860077 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6224726319670306
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6126371105783678

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5523599718071788
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.550300396572587 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6186567641182069
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6118764867640918

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5475469314878985
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5473118606061912 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6286616878981864
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6207244593086575

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5385385829804078
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5370703061748403 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6217280459449007
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6168205226461817

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5111738185201431
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.511574120659104 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6296522986976905
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6221989206267489

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5435849546411599
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5427435033318588 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6223067691881854
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6132819463512799

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5638037116824329
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5628380639579509 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6197790014958656
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6127590918352389

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5399658864877092
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5400224871815761 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6228208252678881
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6177117948530266

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538749528520114
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5521725689822469 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6243112733170447
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6162877722958008

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5540058475305064
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5535208246500488 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6223870925926295
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6129615396867588

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5714585415176974
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5676506865712335 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6217280459449007
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6168205226461817

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5193568787954609
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5186343115729579 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633078568835072
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6248582526676911

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5368442654351113
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.536957074736362 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222315967768202
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6135983518284264

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5415860156004377
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5407423808081472 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6207044595196948
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6150999913176243

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5147215238282328
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5137740706843925 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6273320902713219
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6207122446887164

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457373649116445
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.543392005211103 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6233842027641179
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6144770000717189

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541149941624176
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5522376548782149 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6112294136210822
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6022520465188066

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5205637486670139
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5190730394602553 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6191390630495025
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6093565448044018

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5040080160320641
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5040080160320641
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5082921304201073
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5055359825560969 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6168868527286637
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6072786540852763

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5133055677414261
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5112934193488119 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6221615124561289
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6139107770779823

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5181559487367693
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5180954972859239 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172189223291428
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6059140394383814

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5098004360965575
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5074228852714963 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6204906595503052
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6095571094186631

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49799599198396793
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49799599198396793
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49787107510010575
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.49793304156420404 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6162179368055212
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.604341106798469

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5313540984956107
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.530643434776959 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6180518312784841
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6081510893458126

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.521116509197154
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5205365222504384 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.626687505416108
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.617742069235092

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5150586188828679
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5132234680034155 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6055908711904144
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5972287768363688

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5191410994711909
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.519959604764721 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6139241424295594
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6022531970718118

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5132088317244317
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5119511730802743 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6148538688114483
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.604178163089464

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5179162233799169
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5179756347153336 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6255328553496317
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6168615883452296

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.501002004008016
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.501002004008016
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5007535721807649
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5008758078327018 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6141131120959055
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6015273382213062

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5254638935128735
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5257449661409821 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6048729686644019
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5931604581839584

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5197565097997732
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5193787714659157 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6177188686273924
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6097704100761376

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060120240480962
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060120240480962
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5080924603948552
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5069072396182496 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6138373813470662
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6026097101248347

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5264745549493147
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5256872902796519 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6056650104654769
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5965454061850676

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5113089824265126
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5092946194279482 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6177188686273924
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6097704100761376

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5209584756452526
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5198664046752112 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156622535765752
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6067357199498166

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5197565097997732
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5193787714659157 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.617522791540611
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6048465530916237

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5190380761523046 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62768690868533
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6147806554317549

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5642676366213418
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5629938721968214 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6218945311773826
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6097363849924378

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5438543646675391
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.540606362328409 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6288254781992333
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6201213275807492

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5560430394717754
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5549162710550124 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.611551477717351
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6005236718577734

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.561122244488978 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6216769108687173
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6104279815669987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5499884606276149
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5500437837571409 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271858674187605
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6161372127249645

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5562774776813301
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5549937600173581 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6290109210770097
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6195026120936186

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5392611768353024
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5372778183200407 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6210432196695332
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6078024982493172

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518132686784347
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5508336172016474 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6184091886064967
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6067817866589571

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5564449775477628
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5562736228963805 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6277574772779468
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.618932606786607

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5259194488997379
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5241833545436372 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6173148709292424
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6055624425859397

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5611544024152403
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5599559757281161 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613607153008668
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6036538700493536

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5597828988057097
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5594305405104226 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6256155221170022
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6165497043724085

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5426335234118268
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5428512187782794 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.617837334595636
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6091348358563875

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470957892778687
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.547551881816907 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6116303480535975
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6001652873451547

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548896120622845
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5549977081881919 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6094123533378895
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5977128073303235

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5543565106268556
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5522990614767088 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.620223988297841
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6105600977664556

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602336979153112
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5596203286527501 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6140160283821701
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6018924145268916

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551199110727087
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5545694204623071 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6119962668379499
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5986885845956972

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5489327969232064
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5478741977358238 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.617837334595636
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6091348358563875

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5240480961923848
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5240480961923848
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5277689005041009
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5254074452412995 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6138373813470662
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6026097101248347

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355891984782709
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5347390132370117 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6081555504329624
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5972145577729436

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551992975455596
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5520480430722537 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6055112579947965
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5982224223728356

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5386530488834419
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5383512427296784 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112294136210822
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6022520465188066

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292926028009097
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5291732604781121 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6184091886064967
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6067817866589571

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5531062124248497 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6223870925926295
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6129615396867588

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5569254601454787
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5558764243245703 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6165338611280201
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6032516026382508

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533410041650602
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5505102747736684 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6047489649257124
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5939015581651832

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5606720324508044
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5603822029464833 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6169622490775873
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6069437204586484

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522342574759909
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5516134255373455 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6133679000030865
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.604987725361495

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5428553576225568
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5434063928801061 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6131073335482153
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5999243004581734

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5673807586060039
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5660303561668792 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6134780572902718
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6043290593307189

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5319997244114537
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5314971881978091 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.614634642407825
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6052007633661508

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317644265015542
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531394302179268 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092655740876357
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5984376335907122

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.552439800643312
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5522670641866413 в дереве

комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6057085517740352
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5961973710239251

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5517714426832474
f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.551932885977406 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6190615391499308
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6096856187898833

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5357054106242625
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5363130560296092 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6257035056372863
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6162338618255275

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5317644265015542
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.531394302179268 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6213912733703415
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6114344355235274

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5263143816562857
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.524993339344371 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6175387537039319
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6109936969679723

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5346345812088619
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.532372722844072 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222315967768202
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6135983518284264

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5366513231045908
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5363484281645143 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6145713164967586
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6055333381387117

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5410821643286573 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.627254509018036
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.627254509018036
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6234653572154661
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6141594502678278

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5292450215087446
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5296268225649277 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6257968731296891
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6159140397666404

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5237591487003668
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5233839483703665 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6186179555258852
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6121736233495777

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5341840930609186
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5341255846942923 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6124433536327433
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6027843947492161

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5266426942103352
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5263343553386939 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6159495224054647
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6053923852524622

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317156515517714
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5318851403835538 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222315967768202
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6135983518284264

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.535183884957719
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5339533742938685 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.626122545544062
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6203843851765642

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5271929565092508
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5259525738525614 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6179038665819266
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.608810993195464

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5300698091384437
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5289113790267658 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6126548932160155
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6017438176334965

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5031147082042134
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5025191055500374 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6141915733307106
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.608636597326018

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5291906886213678
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5279527739628882 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6200720518919106
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6112083911038337

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5156922216827383
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5141126021439352 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6194025635162944
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6083447087411538

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5269529730619571
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5258680746167711 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6176194855559728
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6103899759110732

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5338276041724375
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5328269470671922 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156622535765752
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6067357199498166

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5358260113397706
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5348276881932429 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6103051741066026
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6000116174377741

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5298307898377713
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5288254648150911 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6277574772779468
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.618932606786607

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5545162134812022
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5530678765878048 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6269699193054099
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6167911362021923

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5324139161210586
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5322342706379452 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6241269241778744
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6171847787138401

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5275254438040441
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5272814119604474 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6144097457080566
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6065064961383441

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524645397851664
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5517044431335106 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.614634642407825
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6052007633661508

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5613413206340997
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5612295491264108 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6246287055979809
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6150368129324062

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430127933143694
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5412106197403853 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.621808514004999
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6159880072979459

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.546432035286636
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5462572261220323 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6234653572154661
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6141594502678278

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581082900658608
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5562355329596596 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6168868527286637
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6072786540852763

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5596275466724625
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5581024077111509 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6207044595196948
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6150999913176243

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5303980447907335
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5283150826272468 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6213066504765169
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6117617591154689

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5305967034241703
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5308209876934974 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506634035565487
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5503681301206629 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6209599867168167
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6133381419185411

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5351179099694413
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5345500685729725 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6200036424571763
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6115264931250934

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5660794453310622
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5665503788545432 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6111331827068116
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6029141701140487

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5538116758457677
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.552834358327698 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6221615124561289
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6139107770779823

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5462346771465008
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5456082482007921 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6185837440349432
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6124668587036883

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5470941883767535 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6123262051701726
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.603457197813126

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.54600362094176
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.545512229576507 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6150250408051725
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6034754713826906

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5678527048281482
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5661671762015515 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6196043774729436
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6142117735534189

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5398972008758747
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.538177961762942 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6124433536327433
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6027843947492161

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.549881309430258
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5481741097767311 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6184091886064967
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6067817866589571

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5620368618563905
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5609173999846077 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6120388448623514
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6059849045732412

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5328341884068506
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5329480450803998 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468889706592819
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5464639829028771 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102422036049174
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6003602847247095

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494044858275503
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5480316151784088 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6185289216948641
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.613041702501141

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.534784616676973
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.533144524462933 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6155477338178887
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6073827757184277

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547006246804584
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5452087842742382 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6155446767603143
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6016440051879351

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561120511403689
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5605752260291075 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6175387537039319
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6109936969679723

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508908301598219
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5504687159456773 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6179038665819266
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.608810993195464

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5753702131742054
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5740297966061995 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6094123533378895
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5977128073303235

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5471702776304211
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5459545749558289 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.617476269260432
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6115817322676229

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5446170521982523
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5423647586807371 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156622535765752
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6067357199498166

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6126548932160155
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6017438176334965

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5639513596137996
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5614277489126498 в дереве

комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6114083852606241
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6012276610862612

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5604501544522135
f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5602801816061197 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6041184697198343
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5844532112461198

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5166492033729231
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5176383263329414 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5954416690074051
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5772428145415498

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5234571823038666
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5237396594439038 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6097651330732333
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5962108874135097

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5431977849317788
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5444412304589406 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5966203282893496
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5785322665149096

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.48897795591182364
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.48897795591182364
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.48769567336016517
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.48828864170328024 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5892589040129046
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5721624770919612

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49498997995991983
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49498997995991983
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49524084010314545
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.49511345378929467 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062936084430437
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5874670376752724

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5170624355434653
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5182298772083238 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.607342447499265
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5944973426593598

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5334907383489004
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5337661929292953 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6065834152591325
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.586578770267879

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5100200400801603
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5100200400801603
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.508921366274033
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5094298674245398 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5985124011463787
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5770319710482322

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5159318770082661
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5171381259593409 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6108822173482563
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5974507841899134

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5150405942158939
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5162183109336198 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5954416690074051
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5772428145415498

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.517300686640594
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5183983357405277 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5843512878286078
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5679159508099956

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5079930446452143
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5074714029771838 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6121007242189537
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5983084931931797

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5282966170578203
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5293762942017197 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6001310619912243
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.582386430709744

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5087255291158673
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5077712814335826 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5866537368283375
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5714039161747865

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400802
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5022763608104394
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.503402125331638 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981292871069376
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5784481477583345

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5080160320641283
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5080160320641283
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5059253148994879
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.506825719428163 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6075216490148112
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5937247571601304

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370455691412483
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5378885636377774 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6016535241805361
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.582327652224361

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280897341392153
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5289231413682451 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.602694719829652
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5790303240943622

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5134236262588329
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5137131259585123 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6026886281605803
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5903061007230225

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5386212500826079
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5388411417500186 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5883564347947231
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5689739125502267

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5204768661410412
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5196833319287615 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5884410756997867
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5684871623825399

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5144791773327677
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.513679373577871 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6096693571686075
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5965929636275286

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370615140675662
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5381801276497314 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6054242919801869
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5852903166191079

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480962
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480962
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5051500841906091
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5055565533571629 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5784095435291965
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5594406613826712

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5180360721442886
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5180360721442886
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5179162233799169
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5179756347153336 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6039649726172898
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5907716687293082

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5298307898377713
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5288254648150911 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6004831006352327
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5810368839690474

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5386212500826079
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5388411417500186 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5886246772799415
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5674980253717933

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5218371611684393
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5208225003108888 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6087440699146003
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5945791260377433

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5263066373264568
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5270636746947056 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5967236331019397
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5780765341808429

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5074034926318127
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5076972058672773 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921657525161798
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5719336765678101

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5107528378235225
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5120203963183436 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6029119270140323
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5891284533533292

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5371181100797681
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5365520037619059 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6048780742063765
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5870618103801627

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5042698274444453
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.504621959052545 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5833450858937126
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5647063275259715

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.524878743406312
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5244379511674759 в дереве

комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5880014563210223
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5713308462922109

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442
recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442
precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5087737262372862
f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5088938671446264 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.601407840713008
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5832250534868433

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5483824165628002
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5495704412825217 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6136926388004239
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5979955821395148

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5431327470469608
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5442169887262056 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6030934105956388
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5827062472759271

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5378627700745621
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5392309335765039 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5998431684417153
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.577860214128391

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5312209076619085
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5325322487621085 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122105286527133
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5979239844763049

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.558920582632607
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5599405639893212 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5917127121050529
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.574285740232944

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.543557809780353
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5438361654931687 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5820184816139959
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5643687972559499

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5432885833492738
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.544588285664774 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.611449781847843
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.595489624634126

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5540612236810956
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.555194907934285 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6011836796195288
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5841030593992372

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5339389414300223
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5352766945849591 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5842679383753928
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5688352453837776

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5230671645027329
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5246458157044398 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6096693571686075
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5965929636275286

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5488957815127743
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.550120038790665 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6024511867430675
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5849441786385224

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5467845064772716
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5480136517114658 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5893287964840449
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.571699857115566

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380076644305625
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5393090009226167 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6146792216044095
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5996366770527325

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5439040557422474
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5451711808053313 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5964287800660165
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5794289739984267

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5332518889831536
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.53454719596572 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5990741363814981
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5806555296558926

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292015523374141
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5306558135723767 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6121007242189537
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5983084931931797

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5594598526403056
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.560549617504302 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6007970469168729
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5858018553977383

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494212195762416
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5506469780949544 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5856042695069587
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5687451826730384

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5353902970016026
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5367825182821988 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5913209751906601
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5769442187779568

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5368829632509166
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5382068459654995 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.603178619459457
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5879097339962231

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5567058919537907
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5578053911169942 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5957577097255918
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5758497219487245

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5463503272784074
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.547555096500788 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.596121147328388
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.574411124345396

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5379644306033671
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5391022495981378 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102008417690404
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5946379142427911

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5427079021577663
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5438786373429568 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5976935617002341
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5802665648757833

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5312153248364655
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.532310841131254 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5858507603442179
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.566840120038099

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5255865669524493
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5268508030553861 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6054567981681961
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5904263601050539

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5505103054609505
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5516327391352014 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5998261089752599
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5836923644156795

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5424780791854255
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5437544697912273 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5796071368048562
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.561258705908653

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.525799646035521
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5273175212356144 в дереве

комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.590522969257182
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5729939986072943

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5356022167708748
f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5369983359861421 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6066962331324746
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5912759748907316

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5500141835379747
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5512221185329766 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.597338266276142
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5820070502094832

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.544735671303528
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.54589241819354 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.580795191813475
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5630612713542139

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533067522970994
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5344904649478067 в дереве

комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5855060602452832
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5696672357059799

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5397737149273621
f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5409446089218214 в дереве

комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5865383599187494
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5727242109852182

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496178914497131
f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5508426603004467 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6282518247200226
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6227149576521911

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5190380761523046
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5190380761523046
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5197565097997732
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5193787714659157 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6283436587006578
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6221651439097753

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5210420841683366
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5210420841683366
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5231974922850168
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5219521736319079 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6294066108190169
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6233331465835575

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5232884943159939
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5212874189531307 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634564844569556
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6299209191819679

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5414150312593488
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5400321747390886 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6251450037122273
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6186508981924593

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5170340681362725
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5170340681362725
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5213930615119504
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.518546560979796 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6188589895646865
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6106485330210982

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5160320641282565
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5160320641282565
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5175987471117706
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5167289105236057 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6338228604448161
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6271748637684698

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5240480961923848
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5240480961923848
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5244035623121572
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5242211532184666 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6335934982294146
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6282521696174359

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5290581162324649 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323647673688464
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.628370634504969

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5170340681362725
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5170340681362725
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5213930615119504
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.518546560979796 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6131079578290196
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6074605835383668

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5172987383712532
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5152910191905393 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6164576572023102
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6098119999915602

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.4909819639278557
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.4909819639278557
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49298415436729903
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.49185861161459854 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6349495149860814
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6280663271846469

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5451071311922034
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5424715579743868 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345304149812857
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6301713393317689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5424683917713774
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5416978458820265 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6230040293015743
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6162994358671354

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5323070008612946
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5309934234789684 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6154110450875301
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6083230792315564

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5113089824265126
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5092946194279482 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334457532952084
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6292710927928732

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5260169476602923
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5234647750144281 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6274531917817937
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6201344338542175

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5050100200400801
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5050100200400801
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5101459676108975
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5066906582879706 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6186179555258852
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6121736233495777

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5262621084310974
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5235164922813298 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627044451857407
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6228729657405997

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537233490927749
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5513851429754602 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6207353357020791
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6148160194735021

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280718683435719
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5269110027169007 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6143251460789354
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6071350105054696

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050749851573315
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5032280566687832 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5966590899920646
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5875119804827046

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5366606117262458
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.537394051083742 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012448204331973
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5913182631212843

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5552873366141811
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5558659119846986 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.591063005654975
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5849282080650694

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5532022257117386
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.553833261696299 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5944381681209444
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5843180832438969

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.546816551304525
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5470369915306299 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593299490682907
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5830841821423353

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5314150848115329
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5318754346747877 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6092184368737475
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6092184368737475
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6035268349897609
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5934033740237268

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5369443007158513
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5383245406884276 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5966083705295061
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5896045484634427

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5422861487096219
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5435244069373208 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955303739945776
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5862884648709612

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5516539137255745
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5525273650517879 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5944636204026991
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5839389633081117

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340439949290843
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.535438887726992 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5966127702815365
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.589938348607327

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5491400497485331
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5499436445863571 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5944381681209444
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5843180832438969

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5415518632510373
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5428508695710783 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991213647953184
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5877407186338578

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5255860947894078
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5271112932416849 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5977269713980793
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5911387585678365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5641442728322981
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5651014909636365 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5988457245754448
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5913409231331296

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5434059283061237
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5446575265453999 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5944165696885422
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5846927305534496

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.542613550285904
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.543751942203668 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5968071706793869
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5856480319264155

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5479774742727324
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5492051392904282 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5944665880433433
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.589167132266246

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5374631811870265
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5384599711292765 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5980348088218956
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5861148587866851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5505257655370517
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5513938626112384 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5888199939186494
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5761046185764473

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.537748238707841
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.539033706852559 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6021604022768736
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5959216991544551

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5374441524180806
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5388053020451585 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6004227684903525
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5878204642948294

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5354750386312761
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5367733789683438 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5923868090269423
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5790529655911149

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5353902970016026
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5367825182821988 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5999593149392214
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5941715282433303

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5577076764516191
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5583805301784188 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.601083872997265
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5934153346908294

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5324802190145781
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5338508522528607 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5876521801883908
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.574843495247026

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490089241462957
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.550064735652761 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5977269713980793
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5911387585678365

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5292287307521678
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5307141669933193 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6003051153444562
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5885959890153895

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5312825861686461
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5327369507562791 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5840946903796728
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5718972202496627

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5239893654724103
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5255020198918148 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955186395939058
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5893968884135659

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408323368955208
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5421581347752235 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6010639087910334
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5953605925838403

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5226087586882474
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5241900758543799 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5864806237648188
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5735801435541048

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5428819403425826
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5441795116636331 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5977435213399882
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5917879057954215

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5378627700745621
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5392309335765039 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6011006485372422
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5930764961851974

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5223793524709102
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5239557782735803 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5900194946076665
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5769482304190704

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5343361348132402
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.535640865620622 в дереве

комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5989628058766335
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5892331522188419

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.541084550698615
f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5421370554263607 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6193095072666823
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.608686112126278

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5464668509768928
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5457004847826201 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122746151063655
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6037873924793287

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5506580700702645
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5508713728348008 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6143651701660109
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6068227650484659

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5455838936818821
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5447446258555707 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6168868527286637
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6072786540852763

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544523971382105
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5547614368812348 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112843965586277
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6019147671603349

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5410821643286573 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6124433536327433
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6027843947492161

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5469346311176382
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5458736410886372 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6144589253525806
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6061861828689603

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5648973384117117
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.564485281595478 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6173148709292424
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6055624425859397

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504653101824086
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5497031236832138 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6159495224054647
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6053923852524622

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5562774776813301
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5549937600173581 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132762247986564
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6056300430742929

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5479839457996337
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.548039524442028 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6170426813512411
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6066046552758858

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484660805796507
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5477018042329169 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.607924458187899
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5986250690397837

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482345372563309
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5476099739796434 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6099962866468119
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6020407742675808

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5665746540877005
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5672281184573632 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613607153008668
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6036538700493536

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5575775279262156
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5567513609978413 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6123824320869861
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6031228726470252

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5364190930255092
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5362408293476844 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6103051741066026
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6000116174377741

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5419613616477092
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5424698443464624 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6221615124561289
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6139107770779823

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5605078249190002
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5590669654926664 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6059271517539329
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5947623525091257

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5453252476517015
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5460705886059706 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156649445330694
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6012647028644541

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533291411758022
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.553215476964336 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6208558710341037
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6139409735366231

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5537789404548193
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5534227751537467 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6033735908036306
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5948113097705231

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5321196285464386
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5329408544482603 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6139241424295594
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6022531970718118

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.559559824098211
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5593301297936374 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6054684285329816
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5991789005558479

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5633466843626767
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5626677633209618 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102422036049174
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6003602847247095

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474900489955098
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5453335178847549 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6045966795433634
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.59498057483696

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.546432035286636
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5462572261220323 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6254554402506357
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6171695343892957

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5576304864456567
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5561028710944593 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6058657203088924
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5951275865696948

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5482392061753314
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5490117067683201 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6047489649257124
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5939015581651832

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5613716045995919
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5617205148419476 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6145127635281856
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6058618040370285

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526961570065476
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5517917359395224 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6124433536327433
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6027843947492161

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460533354974171
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5449143895056867 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6107847029015208
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5978296632877973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.557499262094894
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5584612027024096 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6200036424571763
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6115264931250934

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5502343973661609
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5496116997584944 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6033220214190851
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5954897462485292

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580409802666472
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5569166473648773 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6093365536776358
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5980773776184976

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5473394128963562
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5480791258245282 в дереве

комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012860600607522
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5909536441631966

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5613886676798526
f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5600307758373891 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5682984248066025
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5513975450511555

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.543125118655235
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5362078912265492 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5817307967513534
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5702136506944031

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5513753544302274
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5437707429217576 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5734144410192417
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5536112040375216

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561964938249269
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5595261932725754 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5658326739013582
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5502728207597031

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5733414320320661
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5599922050687358 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5805517151979485
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5681009013020616

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487823718982974
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5407906243360737 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5708245642914302
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5525103331817068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5496138016199811
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5473638280833694 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696092321696592
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5546953849414942

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721032449987048
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5533222522833309 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.591182364729459
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.591182364729459
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5829050231688863
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5718842072860455

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5485282749580641
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5398877104522071 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5661322645290581
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5661322645290581
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5531655960651883
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5436442834280423

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.571641269115412
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5645959793984103 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733086696634315
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5571576501703716

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496760558281324
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.536675860162196 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5745360554600144
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5594228982460643

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5483452781268752
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5421237837410876 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5733892026477196
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5541340503284415

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.532918077337196
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.530339736453431 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5720669659875764
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5558478935347948

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5552638654705313
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5443626643831032 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5757560590813223
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5611877723701372

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5469820934841746
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5404418299688446 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5590787189351967
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5486872107959815

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501030338052769
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5450038848425488 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708188561866858
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5530247486843606

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474078350607031
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5390629973222708 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5721237940371463
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5587047729503357

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5579915929080189
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5545837655641181 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5589196180133729
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5477673400251543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5657730555450523
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5619893140094833 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5695927679918462
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.554209161529712

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529556928759023
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5427188519818871 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580163621597527
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5483108187276816

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543
precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5610737653729425
f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5538269317663588 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5992260688181112
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5869677316948592

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5542854886545535
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5479675441787258 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.565696731225463
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5427255676329082

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398004061814904
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5354301598365814 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5539707953873783
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5361361811021903

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637321463618301
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5519938134828632 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6015572985241403
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5890643421938699

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5643047844660805
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5597300255417725 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.568508478397281
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5557613608867044

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5689200826397339
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5597117952077177 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5631959444392111
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460870365288127

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5676100432429009
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5576037822551191 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5968489190213538
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5852618402655411

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5543449536435509
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5505889982211614 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561926393521647
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5534219637106851

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.57734985667432
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5699922298397543 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5619434983472107
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5452786929242588

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5557826669381544
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.541234609892568 в дереве

комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621638653762279
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5478255218380135

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307
precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5747572177689938
f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5709154981740009 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5914340554947488
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5760775601336992

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518664152843812
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5454677173732227 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5672427600085197
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5540040253232688

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5564700903286617
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5496473245697907 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5631959444392111
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460870365288127

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5574359311426859
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5450471957909817 в дереве

комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696284392757176
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5551763719640986

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383
precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5597800648244847
f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5521650446073378 в дереве

комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5608451679306525
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460100038948661

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467
precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5752511149140472
f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5690198415282108 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6131724393103176
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6065632373046027

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5495681883785979
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5502278367281382 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6123824320869861
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6031228726470252

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5573480745126018
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5566632017189613 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6087545264053419
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6027389213068152

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5210420841683366
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5210420841683366
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5196157112807315
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5202546337276045 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022125755444668
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5942840804759322

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5582116614180742
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5592287889169965 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6111790275658725
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6025851734585218

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5544942490593274
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5551787853285659 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6165367596248957
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6092027209764934

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5386212500826079
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5388411417500186 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.612022484357659
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6062828192149176

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5294773159308869
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5297555795351387 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6099605018514266
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6023644592555899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5419757119690306
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5428369121415855 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6157267009594615
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6064060721426311

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457943710946206
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5467051204982346 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.610970251915135
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6044979524610573

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5226392426526328
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5223287262083657 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6089807699518925
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6001750337068944

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.555347870270058
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5557029475400064 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.610183905910321
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6007047318944999

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435849546411599
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5427435033318588 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6099019189870145
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6029995895634219

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5330140756054869
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5338702033215842 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6121851237797417
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.604435477696967

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5504653101824086
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5497031236832138 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6066122590555519
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5994194925715258

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5488869107561806
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5494274074794893 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.616690244705465
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6082588871696498

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5361589211833429
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5365824304752264 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6141915733307106
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.608636597326018

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5500007228754936
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5504966891824893 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6044834826135131
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.59602100808307

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464550642953975
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5477166333724811 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.614936907772579
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6038289285359388

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5716628087387837
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5726616852092717 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.615258932092198
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6100966991379887

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5494044858275503
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5480316151784088 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6066958015551696
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5984346269672269

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5448644194916327
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5449751340482865 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6181333911453655
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6078149842745572

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395870765597154
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5387412582844353 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6065584695806943
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.600675227391526

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5377683848524447
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5374020675359439 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6111790275658725
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6025851734585218

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5328341884068506
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5329480450803998 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022348389443235
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5939439952711577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5312153248364655
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.532310841131254 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6130862094018251
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6080391619302736

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5453169617175047
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5452014048022613 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6156622535765752
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6067357199498166

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464406457070787
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5471458965760344 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581082239003669
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5589129767695735 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6164949210296287
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6095093412631715

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350377697411012
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.53616784062424 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6166343676363717
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6085775145797213

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5411770812940699
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5399539746248487 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6080308267541795
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5979283446119292

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5669815701570522
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.567490451277639 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6164249186380405
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6101107170907988

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5313540984956107
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.530643434776959 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6099605018514266
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6023644592555899

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5363020803313004
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5349934795687 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6090285849853421
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5998359930985089

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5284737845520725
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5276886097299487 в дереве

комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6044541885498182
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5963593537215794

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5449364653120701
f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5438730844414507 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5770067350712079
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5655861227594858

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5607429008473135
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5613080346110764 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875699202879662
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5764846791998048

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.550414720837091
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5507735678388359 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5746994915494961
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5643301659469099

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5666284645969255
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5621561895549237 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708266079190809
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5550286004115753

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5505160345529609
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5461727005971762 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5887131540704819
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5781276935704883

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.54468290415407
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5457797113494295 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5721655395379823
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5596160768509167

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398004061814904
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5354301598365814 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721070966847691
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582415167691283

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482090942448277
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5417016110701262 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771525383698911
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5680598180719146

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408659497766483
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5414698744222112 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5795172267901331
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5709345511719546

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5382762341236392
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531560337338947 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621154503611567
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5473269898136399

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5509097973312116
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5450402776917188 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5863926818013947
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5764266981092625

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5405002552692886
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5384088374676048 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5817886714882908
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5676202546002068

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5663467674588443
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5610797085455737 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.57699253656313
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5651570352786305

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430894157758762
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5423107726001489 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5863926818013947
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5764266981092625

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585047825482521
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5583938766619897 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5783535910347607
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5696961062725767

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474041055266683
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5417038149987543 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5697319414802183
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5570486226833415

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5500416036751866
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5468115028716528 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5875447779411515
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5780515216847597

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5595116651289292
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5604187399377315 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841048155420564
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5751103706252689

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5563209045608626
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5519271035368324 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733572030587448
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5604467603982808

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.53467217741921
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5344228257088793 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5782936177519358
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5689065382668766

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5437334438992929
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5379422657843854 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5909861986699418
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5813740998052404

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581660191336493
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5566776990207721 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5745391232482556
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5589465029850121

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364172720047259
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5262570233304806 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721237940371463
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5587047729503357

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5443491008863365
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5395967054882712 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5762398148732997
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5691384319688274

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5543449536435509
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5505889982211614 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5853848692511396
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5785435139060973

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5552630294682488
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5483960606761413 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5720741777089574
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5568209439632532

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390984262134926
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5353939971819052 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5797030345326311
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.572811930294772

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403443662314344
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.541486381096636 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5876081185577585
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5802660747366445

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5573052452683578
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5561101329800335 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696503504677752
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5556521562620543

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5261020052872215
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.520120380773871 в дереве

комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5851703406813628
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5851703406813628
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5760979286959819
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5679969609274577

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658
precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5382205941910333
f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5290734387599506 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5887448127617513
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5773324353964789

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5506554764213843
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5465527958260418 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5864497241884828
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5786871846981317

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.547939015285473
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.54084230071662 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696092321696592
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5546953849414942

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496138016199811
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5473638280833694 в дереве

комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5795832359830541
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5716991412140178

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5562560567534006
f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5442288456984515 в дереве

комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5770238789152026
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5660103612146418

дерево обучено
дерево дало предсказание
accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.541588843409198
f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5362744446238449 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5988609484041413
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5815477197213565

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5389593711979864
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5397037060552122 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6014941803147428
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5894511146062931

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5235947207606073
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5245928784983638 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5934550101011047
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5811270752116072

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5327266548115004
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5326904140698737 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5982514627109446
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5779811303811432

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5505347565156838
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5502733433556912 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6069796704579206
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.596351595323651

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.532247104731357
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5330384991158611 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5921843687374749
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5921843687374749
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841716937017825
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5701768423940603

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5094047744612031
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5104739844060591 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5869268740949558
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5691043208103422

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5432667378867471
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5426268287800884 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6014941803147428
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5894511146062931

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200979622917208
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5207151144394051 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6038507245780258
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5853460455810578

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5274682951718552
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5288123334711561 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5805645478992173
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5672295216815356

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360398663035754
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5359213759481753 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6013315583007374
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5905846448030342

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5324175800566484
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5338574797292747 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961778478655825
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5807376079372036

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5351048628649353
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5356721595064694 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5955419092902786
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.576783451318987

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5563958442809436
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5563541255149319 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6014355589112497
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5898334053413002

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5165442290416377
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.517565950145196 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6003603687576283
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5814916304758057

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5223987709252201
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5236869390955824 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5928185611182537
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5760268332078619

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450716742626006
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5440440975418275 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6049418998540458
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5927833071933498

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5306682004281221
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5312987674057481 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5987620224876636
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5819865355284954

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5371330328216755
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5383218845772415 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831048170971921
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5670865972455992

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5427362920783497
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5416652164098116 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6033815403638625
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5870740672630897

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573
precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5324552736758432
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5333182277452728 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5945262883746593
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5831672030951649

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5557482258142198
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5559973801771518 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951705243531402
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.578591283413602

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521003039179713
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5500985501051001 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5980559065535386
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5732408479167098

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502334381550211
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5486971836765991 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5922323797000243
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5806779001978264

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5412563591363232
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5415101232356884 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6097478145120329
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5868786354906297

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5262819545901839
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5277706459778979 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5967236331019397
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5780765341808429

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580260875260369
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.556367230040697 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5956328252328983
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5847935781466105

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350586212639757
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.536292530223735 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6124846524401732
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5925520915252698

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5507078877348829
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5516304877095425 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5919699972404155
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5728897009771049

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5556143514140606
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5549521686957316 в дереве

комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5993083784543198
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5797437202965066

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894
precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.53333618547425
f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5336190667858246 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5899011499939952
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5785812896988156

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5485819611003312
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5485161670367324 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6037252850803907
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5857852111672163

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545625066474336
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5463373854397684 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5932639567402389
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5737183135163061

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5485969741439136
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5465037708234652 в дереве

комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.601293116742266
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5836664654442865

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734
precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317576685349792
f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5318235514532366 в дереве

комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5988609484041413
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5815477197213565

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138
precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5499850084065205
f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5506592670465644 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5405225126689421
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4491816006389457 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5353599761506485
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.42841018323396696

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5248023586953589
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4653199861845652 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5355452874941239
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4723787464882707

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5545310029341383
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5110153192290622 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5353599761506485
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.42841018323396696

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5455759379039035
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4793548833284077 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4890212577272089

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404591689288744
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.49938710509236034 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5361734087259978
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4777726858569252

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.524539696783626
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4979217581680403 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5455419557720463
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4804237381235266 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5374804832112432
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4887703341823549

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545725818163073
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5219944690737152
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4635421465388561

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5473563230808365
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5220267661988379 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5671342685370742
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5671342685370742
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5526809605334707
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4845339682768551

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298
precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5373680076637233
f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5083659809738053 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5432877320755922
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4674513174260998 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5339715095730598
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4892584569438727

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435861828748256
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.494590488454722 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621242484969939
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621242484969939
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5409351776900133
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.48222874576261465

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5717618770239334
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5007887072229498 в дереве

комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5549757748922433
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4862503945542435

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5456176998508186
f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.518559977879484 в дереве

комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5361044766856391
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4917921112673026

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026
precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5464356736346825
f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5128268582165303 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5186928857290529
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46060081216136767 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5336476769437002
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.48738930529507724

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5438388514117437
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4990803136017077 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5350173553062242
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4678736101996413

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533446504148602
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.502317580146023 в дереве

комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5365096389963024
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.49448472014851236

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017
precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5252576760182377
f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5001992284492176 в дереве

комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545460123018537
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4924843633527622

дерево обучено
дерево дало предсказание
accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501
precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444582399274916
f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5074403965119857 в дереве

комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5)

модель регрессии обучена
модель регрессии дала предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5336476769437002
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.48738930529507724

дерево обучено
дерево дало предсказание
accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581
precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5493850781031031
f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5088280200085976 в дереве
CPU times: user 4min 44s, sys: 1min 32s, total: 6min 17s
Wall time: 1min 45s


print(f'col_comb_number {len(col_comb_number)}')
print(f'col_comb  {len(col_comb)}')
print(f'col_model  {len(col_model)}')
print(f'col_acc  {len(col_acc)}')
print(f'col_recall  {len(col_recall)}')
print(f'col_prec  {len(col_prec)}')
print(f'col_f1  {len(col_f1)}')

col_comb_number 6916
col_comb  6916
col_model  6916
col_acc  6916
col_recall  6916
col_prec  6916
col_f1  6916


df_results = pd.DataFrame(data = {'comb_number': col_comb_number, 
                                  'combination': col_comb,
                                  'model': col_model,
                                  'accuracy': col_acc, 
                                  'recall': col_recall, 
                                  'precision': col_prec, 
                                  'f1_score': col_f1
                                 }
                         )


df_results


df_results.to_excel('df_results_excel.xlsx')


df_results.sort_values(by = 'accuracy', ascending = False)


df_results.sort_values(by = 'f1_score', ascending = False)


df_results_sorted = df_results.sort_values(by = 'f1_score', ascending = False).reset_index(drop=True)


best_combination = df_results_sorted['combination'][0]


best_combination

"['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']"


best_combination.replace('[', '').replace(']', '').split(',')

["'diff_players_overall_rating'",
 " 'home_players_attr_sum'",
 " 'diff_defenceAggression'",
 " 'home_buildUpPlayDribblingClass'",
 " 'home_buildUpPlaySpeedClass'"]


best_combination = ['diff_players_overall_rating', 
                    'home_players_attr_sum', 
                    'diff_defenceAggression', 
                    'home_buildUpPlayDribblingClass', 
                    'home_buildUpPlaySpeedClass']


best_model = LogisticRegression()
best_model.fit(df_train.loc[:,best_combination], df_train[target_num])

LogisticRegression()

LogisticRegression()


target_predicted = best_model.predict(df_test.loc[:,best_combination])


print('Accuracy: %.2f' % accuracy_score(df_test[target_num], target_predicted))
print('Recall: %.2f' % recall_score(df_test[target_num], target_predicted, average = 'weighted'))
print('Precision: %.2f' % precision_score(df_test[target_num], target_predicted, average = 'weighted'))
print('f1_score: %.2f' % f1_score(df_test[target_num], target_predicted, average = 'weighted'))

Accuracy: 0.66
Recall: 0.66
Precision: 0.66
f1_score: 0.66


teams_list = list(df['home_team_long_name'].dropna().unique()) + list(df['away_team_long_name'].dropna().unique())
teams_set = set(teams_list)
unique_teams = list(teams_set)


len(unique_teams)

184


unique_home_teams = ['home_' + sub for sub in unique_teams]
unique_away_teams = ['away_' + sub for sub in unique_teams]


len(unique_home_teams), len(unique_away_teams)

(184, 184)


all_teams = unique_home_teams + unique_away_teams


len(all_teams)

368


all_team_combs_dict = {}

combs_with_2_teams = it.combinations(all_teams, 2) 
### получается список списков-комбинаций.
list_of_combs_with_2_teams = [list(i) for i in combs_with_2_teams]
### А у нас будет словарь списков списков
all_team_combs_dict = list_of_combs_with_2_teams


all_team_combs_dict

[['home_Olympique de Marseille', 'home_SV Zulte-Waregem'],
 ['home_Olympique de Marseille', 'home_SV Werder Bremen'],
 ['home_Olympique de Marseille', 'home_VfB Stuttgart'],
 ['home_Olympique de Marseille', 'home_Atlético Madrid'],
 ['home_Olympique de Marseille', 'home_Ajax'],
 ['home_Olympique de Marseille', 'home_Empoli'],
 ['home_Olympique de Marseille', 'home_FC Barcelona'],
 ['home_Olympique de Marseille', 'home_Aston Villa'],
 ['home_Olympique de Marseille', 'home_SL Benfica'],
 ['home_Olympique de Marseille', 'home_KRC Genk'],
 ['home_Olympique de Marseille', 'home_Sampdoria'],
 ['home_Olympique de Marseille', 'home_FC Thun'],
 ['home_Olympique de Marseille', 'home_Wisła Kraków'],
 ['home_Olympique de Marseille', 'home_Oud-Heverlee Leuven'],
 ['home_Olympique de Marseille', 'home_Sassuolo'],
 ['home_Olympique de Marseille', 'home_KVC Westerlo'],
 ['home_Olympique de Marseille', 'home_FC Ingolstadt 04'],
 ['home_Olympique de Marseille', 'home_SC Cambuur'],
 ['home_Olympique de Marseille', 'home_Stade de Reims'],
 ['home_Olympique de Marseille', 'home_KV Kortrijk'],
 ['home_Olympique de Marseille', 'home_Sunderland'],
 ['home_Olympique de Marseille', 'home_Frosinone'],
 ['home_Olympique de Marseille', 'home_Vitória Guimarães'],
 ['home_Olympique de Marseille', 'home_Paris Saint-Germain'],
 ['home_Olympique de Marseille', 'home_Lech Poznań'],
 ['home_Olympique de Marseille', 'home_KAA Gent'],
 ['home_Olympique de Marseille', 'home_Athletic Club de Bilbao'],
 ['home_Olympique de Marseille', 'home_Rayo Vallecano'],
 ['home_Olympique de Marseille', 'home_Willem II'],
 ['home_Olympique de Marseille', 'home_Feyenoord'],
 ['home_Olympique de Marseille', 'home_SC Heerenveen'],
 ['home_Olympique de Marseille', 'home_Górnik Łęczna'],
 ['home_Olympique de Marseille', 'home_Rio Ave FC'],
 ['home_Olympique de Marseille', 'home_Standard de Liège'],
 ['home_Olympique de Marseille', 'home_Sporting CP'],
 ['home_Olympique de Marseille', 'home_PSV'],
 ['home_Olympique de Marseille', 'home_Málaga CF'],
 ['home_Olympique de Marseille', 'home_Roda JC Kerkrade'],
 ['home_Olympique de Marseille', 'home_Partick Thistle F.C.'],
 ['home_Olympique de Marseille', 'home_Pogoń Szczecin'],
 ['home_Olympique de Marseille', 'home_Excelsior'],
 ['home_Olympique de Marseille', 'home_St. Johnstone FC'],
 ['home_Olympique de Marseille', 'home_AS Monaco'],
 ['home_Olympique de Marseille', 'home_Grasshopper Club Zürich'],
 ['home_Olympique de Marseille', 'home_Real Betis Balompié'],
 ['home_Olympique de Marseille', 'home_Carpi'],
 ['home_Olympique de Marseille', 'home_Toulouse FC'],
 ['home_Olympique de Marseille', 'home_Swansea City'],
 ['home_Olympique de Marseille', 'home_FC Utrecht'],
 ['home_Olympique de Marseille', 'home_Estoril Praia'],
 ['home_Olympique de Marseille', 'home_Fiorentina'],
 ['home_Olympique de Marseille', 'home_Lechia Gdańsk'],
 ['home_Olympique de Marseille', 'home_N.E.C.'],
 ['home_Olympique de Marseille', 'home_FC Lorient'],
 ['home_Olympique de Marseille', 'home_Dundee FC'],
 ['home_Olympique de Marseille', 'home_Hellas Verona'],
 ['home_Olympique de Marseille', 'home_CD Nacional'],
 ['home_Olympique de Marseille', 'home_Académica de Coimbra'],
 ['home_Olympique de Marseille', 'home_PEC Zwolle'],
 ['home_Olympique de Marseille', 'home_Crystal Palace'],
 ['home_Olympique de Marseille', 'home_Korona Kielce'],
 ['home_Olympique de Marseille', 'home_FC Nantes'],
 ['home_Olympique de Marseille', 'home_Hamburger SV'],
 ['home_Olympique de Marseille', 'home_OGC Nice'],
 ['home_Olympique de Marseille', 'home_Villarreal CF'],
 ['home_Olympique de Marseille', 'home_Chelsea'],
 ['home_Olympique de Marseille', 'home_Angers SCO'],
 ['home_Olympique de Marseille', 'home_FC Basel'],
 ['home_Olympique de Marseille', 'home_RSC Anderlecht'],
 ['home_Olympique de Marseille', 'home_Palermo'],
 ['home_Olympique de Marseille', 'home_West Ham United'],
 ['home_Olympique de Marseille', 'home_Inter'],
 ['home_Olympique de Marseille', 'home_FC Vaduz'],
 ['home_Olympique de Marseille', 'home_Sporting Lokeren'],
 ['home_Olympique de Marseille', 'home_KV Mechelen'],
 ['home_Olympique de Marseille', 'home_Montpellier Hérault SC'],
 ['home_Olympique de Marseille', 'home_AS Saint-Étienne'],
 ['home_Olympique de Marseille', 'home_ES Troyes AC'],
 ['home_Olympique de Marseille', 'home_Zagłębie Lubin'],
 ['home_Olympique de Marseille', 'home_Jagiellonia Białystok'],
 ['home_Olympique de Marseille', 'home_Hannover 96'],
 ['home_Olympique de Marseille', 'home_CF Os Belenenses'],
 ['home_Olympique de Marseille', 'home_SC Braga'],
 ['home_Olympique de Marseille', 'home_Newcastle United'],
 ['home_Olympique de Marseille', 'home_Getafe CF'],
 ['home_Olympique de Marseille', 'home_SV Darmstadt 98'],
 ['home_Olympique de Marseille', 'home_SC Bastia'],
 ['home_Olympique de Marseille', 'home_Podbeskidzie Bielsko-Biała'],
 ['home_Olympique de Marseille', 'home_Bologna'],
 ['home_Olympique de Marseille', 'home_Sevilla FC'],
 ['home_Olympique de Marseille', 'home_Bournemouth'],
 ['home_Olympique de Marseille', 'home_Legia Warszawa'],
 ['home_Olympique de Marseille', 'home_Roma'],
 ['home_Olympique de Marseille', 'home_Girondins de Bordeaux'],
 ['home_Olympique de Marseille', 'home_FC Sion'],
 ['home_Olympique de Marseille', 'home_En Avant de Guingamp'],
 ['home_Olympique de Marseille', 'home_De Graafschap'],
 ['home_Olympique de Marseille', 'home_Sporting Charleroi'],
 ['home_Olympique de Marseille', 'home_1. FC Köln'],
 ['home_Olympique de Marseille', 'home_Watford'],
 ['home_Olympique de Marseille', 'home_Vitória Setúbal'],
 ['home_Olympique de Marseille', 'home_Inverness Caledonian Thistle'],
 ['home_Olympique de Marseille', 'home_Śląsk Wrocław'],
 ['home_Olympique de Marseille', 'home_Heracles Almelo'],
 ['home_Olympique de Marseille', 'home_VfL Wolfsburg'],
 ['home_Olympique de Marseille', 'home_Torino'],
 ['home_Olympique de Marseille', 'home_CS Marítimo'],
 ['home_Olympique de Marseille', 'home_Ross County FC'],
 ['home_Olympique de Marseille', 'home_Waasland-Beveren'],
 ['home_Olympique de Marseille', 'home_Polonia Bytom'],
 ['home_Olympique de Marseille', 'home_Aberdeen'],
 ['home_Olympique de Marseille', 'home_Celtic'],
 ['home_Olympique de Marseille', 'home_Everton'],
 ['home_Olympique de Marseille', 'home_AZ'],
 ['home_Olympique de Marseille', 'home_Vitesse'],
 ['home_Olympique de Marseille', 'home_FC Augsburg'],
 ['home_Olympique de Marseille', 'home_KV Oostende'],
 ['home_Olympique de Marseille', 'home_Valencia CF'],
 ['home_Olympique de Marseille', 'home_Leicester City'],
 ['home_Olympique de Marseille', 'home_Granada CF'],
 ['home_Olympique de Marseille', 'home_FC Bayern Munich'],
 ['home_Olympique de Marseille', 'home_Udinese'],
 ['home_Olympique de Marseille', 'home_RC Celta de Vigo'],
 ['home_Olympique de Marseille', 'home_Bayer 04 Leverkusen'],
 ['home_Olympique de Marseille', 'home_Lazio'],
 ['home_Olympique de Marseille', 'home_Eintracht Frankfurt'],
 ['home_Olympique de Marseille', 'home_SM Caen'],
 ['home_Olympique de Marseille', 'home_Norwich City'],
 ['home_Olympique de Marseille', 'home_Napoli'],
 ['home_Olympique de Marseille', 'home_SD Eibar'],
 ['home_Olympique de Marseille', 'home_ADO Den Haag'],
 ['home_Olympique de Marseille', 'home_Boavista FC'],
 ['home_Olympique de Marseille', 'home_Manchester City'],
 ['home_Olympique de Marseille', 'home_Borussia Dortmund'],
 ['home_Olympique de Marseille', 'home_Olympique Lyonnais'],
 ['home_Olympique de Marseille', 'home_FC Arouca'],
 ['home_Olympique de Marseille', 'home_FC Zürich'],
 ['home_Olympique de Marseille', 'home_UD Las Palmas'],
 ['home_Olympique de Marseille', 'home_Manchester United'],
 ['home_Olympique de Marseille', 'home_Real Madrid CF'],
 ['home_Olympique de Marseille', 'home_RC Deportivo de La Coruña'],
 ['home_Olympique de Marseille', 'home_FC Schalke 04'],
 ['home_Olympique de Marseille', 'home_Cracovia'],
 ['home_Olympique de Marseille', 'home_Motherwell'],
 ['home_Olympique de Marseille', 'home_Hertha BSC Berlin'],
 ['home_Olympique de Marseille', 'home_Hamilton Academical FC'],
 ['home_Olympique de Marseille', 'home_LOSC Lille'],
 ['home_Olympique de Marseille', 'home_RCD Espanyol'],
 ['home_Olympique de Marseille', 'home_Genoa'],
 ['home_Olympique de Marseille', 'home_Levante UD'],
 ['home_Olympique de Marseille', 'home_Kilmarnock'],
 ['home_Olympique de Marseille', 'home_Arsenal'],
 ['home_Olympique de Marseille', 'home_GFC Ajaccio'],
 ['home_Olympique de Marseille', 'home_Borussia Mönchengladbach'],
 ['home_Olympique de Marseille', 'home_Sint-Truidense VV'],
 ['home_Olympique de Marseille', 'home_Royal Excel Mouscron'],
 ['home_Olympique de Marseille', 'home_1. FSV Mainz 05'],
 ['home_Olympique de Marseille', 'home_Liverpool'],
 ['home_Olympique de Marseille', 'home_FC St. Gallen'],
 ['home_Olympique de Marseille', 'home_Real Sociedad'],
 ['home_Olympique de Marseille', 'home_Chievo Verona'],
 ['home_Olympique de Marseille', 'home_Dundee United'],
 ['home_Olympique de Marseille', 'home_FC Luzern'],
 ['home_Olympique de Marseille', 'home_FC Groningen'],
 ['home_Olympique de Marseille', 'home_FC Paços de Ferreira'],
 ['home_Olympique de Marseille', 'home_West Bromwich Albion'],
 ['home_Olympique de Marseille', 'home_FC Porto'],
 ['home_Olympique de Marseille', 'home_Club Brugge KV'],
 ['home_Olympique de Marseille', 'home_Real Sporting de Gijón'],
 ['home_Olympique de Marseille', 'home_Piast Gliwice'],
 ['home_Olympique de Marseille', 'home_Stade Rennais FC'],
 ['home_Olympique de Marseille', 'home_Moreirense FC'],
 ['home_Olympique de Marseille', 'home_Ruch Chorzów'],
 ['home_Olympique de Marseille', 'home_Tottenham Hotspur'],
 ['home_Olympique de Marseille', 'home_Heart of Midlothian'],
 ['home_Olympique de Marseille', 'home_FC Twente'],
 ['home_Olympique de Marseille', 'home_Milan'],
 ['home_Olympique de Marseille', 'home_TSG 1899 Hoffenheim'],
 ['home_Olympique de Marseille', 'home_BSC Young Boys'],
 ['home_Olympique de Marseille', 'home_Atalanta'],
 ['home_Olympique de Marseille', 'home_Stoke City'],
 ['home_Olympique de Marseille', 'home_Juventus'],
 ['home_Olympique de Marseille', 'home_Southampton'],
 ['home_Olympique de Marseille', 'away_Olympique de Marseille'],
 ['home_Olympique de Marseille', 'away_SV Zulte-Waregem'],
 ['home_Olympique de Marseille', 'away_SV Werder Bremen'],
 ['home_Olympique de Marseille', 'away_VfB Stuttgart'],
 ['home_Olympique de Marseille', 'away_Atlético Madrid'],
 ['home_Olympique de Marseille', 'away_Ajax'],
 ['home_Olympique de Marseille', 'away_Empoli'],
 ['home_Olympique de Marseille', 'away_FC Barcelona'],
 ['home_Olympique de Marseille', 'away_Aston Villa'],
 ['home_Olympique de Marseille', 'away_SL Benfica'],
 ['home_Olympique de Marseille', 'away_KRC Genk'],
 ['home_Olympique de Marseille', 'away_Sampdoria'],
 ['home_Olympique de Marseille', 'away_FC Thun'],
 ['home_Olympique de Marseille', 'away_Wisła Kraków'],
 ['home_Olympique de Marseille', 'away_Oud-Heverlee Leuven'],
 ['home_Olympique de Marseille', 'away_Sassuolo'],
 ['home_Olympique de Marseille', 'away_KVC Westerlo'],
 ['home_Olympique de Marseille', 'away_FC Ingolstadt 04'],
 ['home_Olympique de Marseille', 'away_SC Cambuur'],
 ['home_Olympique de Marseille', 'away_Stade de Reims'],
 ['home_Olympique de Marseille', 'away_KV Kortrijk'],
 ['home_Olympique de Marseille', 'away_Sunderland'],
 ['home_Olympique de Marseille', 'away_Frosinone'],
 ['home_Olympique de Marseille', 'away_Vitória Guimarães'],
 ['home_Olympique de Marseille', 'away_Paris Saint-Germain'],
 ['home_Olympique de Marseille', 'away_Lech Poznań'],
 ['home_Olympique de Marseille', 'away_KAA Gent'],
 ['home_Olympique de Marseille', 'away_Athletic Club de Bilbao'],
 ['home_Olympique de Marseille', 'away_Rayo Vallecano'],
 ['home_Olympique de Marseille', 'away_Willem II'],
 ['home_Olympique de Marseille', 'away_Feyenoord'],
 ['home_Olympique de Marseille', 'away_SC Heerenveen'],
 ['home_Olympique de Marseille', 'away_Górnik Łęczna'],
 ['home_Olympique de Marseille', 'away_Rio Ave FC'],
 ['home_Olympique de Marseille', 'away_Standard de Liège'],
 ['home_Olympique de Marseille', 'away_Sporting CP'],
 ['home_Olympique de Marseille', 'away_PSV'],
 ['home_Olympique de Marseille', 'away_Málaga CF'],
 ['home_Olympique de Marseille', 'away_Roda JC Kerkrade'],
 ['home_Olympique de Marseille', 'away_Partick Thistle F.C.'],
 ['home_Olympique de Marseille', 'away_Pogoń Szczecin'],
 ['home_Olympique de Marseille', 'away_Excelsior'],
 ['home_Olympique de Marseille', 'away_St. Johnstone FC'],
 ['home_Olympique de Marseille', 'away_AS Monaco'],
 ['home_Olympique de Marseille', 'away_Grasshopper Club Zürich'],
 ['home_Olympique de Marseille', 'away_Real Betis Balompié'],
 ['home_Olympique de Marseille', 'away_Carpi'],
 ['home_Olympique de Marseille', 'away_Toulouse FC'],
 ['home_Olympique de Marseille', 'away_Swansea City'],
 ['home_Olympique de Marseille', 'away_FC Utrecht'],
 ['home_Olympique de Marseille', 'away_Estoril Praia'],
 ['home_Olympique de Marseille', 'away_Fiorentina'],
 ['home_Olympique de Marseille', 'away_Lechia Gdańsk'],
 ['home_Olympique de Marseille', 'away_N.E.C.'],
 ['home_Olympique de Marseille', 'away_FC Lorient'],
 ['home_Olympique de Marseille', 'away_Dundee FC'],
 ['home_Olympique de Marseille', 'away_Hellas Verona'],
 ['home_Olympique de Marseille', 'away_CD Nacional'],
 ['home_Olympique de Marseille', 'away_Académica de Coimbra'],
 ['home_Olympique de Marseille', 'away_PEC Zwolle'],
 ['home_Olympique de Marseille', 'away_Crystal Palace'],
 ['home_Olympique de Marseille', 'away_Korona Kielce'],
 ['home_Olympique de Marseille', 'away_FC Nantes'],
 ['home_Olympique de Marseille', 'away_Hamburger SV'],
 ['home_Olympique de Marseille', 'away_OGC Nice'],
 ['home_Olympique de Marseille', 'away_Villarreal CF'],
 ['home_Olympique de Marseille', 'away_Chelsea'],
 ['home_Olympique de Marseille', 'away_Angers SCO'],
 ['home_Olympique de Marseille', 'away_FC Basel'],
 ['home_Olympique de Marseille', 'away_RSC Anderlecht'],
 ['home_Olympique de Marseille', 'away_Palermo'],
 ['home_Olympique de Marseille', 'away_West Ham United'],
 ['home_Olympique de Marseille', 'away_Inter'],
 ['home_Olympique de Marseille', 'away_FC Vaduz'],
 ['home_Olympique de Marseille', 'away_Sporting Lokeren'],
 ['home_Olympique de Marseille', 'away_KV Mechelen'],
 ['home_Olympique de Marseille', 'away_Montpellier Hérault SC'],
 ['home_Olympique de Marseille', 'away_AS Saint-Étienne'],
 ['home_Olympique de Marseille', 'away_ES Troyes AC'],
 ['home_Olympique de Marseille', 'away_Zagłębie Lubin'],
 ['home_Olympique de Marseille', 'away_Jagiellonia Białystok'],
 ['home_Olympique de Marseille', 'away_Hannover 96'],
 ['home_Olympique de Marseille', 'away_CF Os Belenenses'],
 ['home_Olympique de Marseille', 'away_SC Braga'],
 ['home_Olympique de Marseille', 'away_Newcastle United'],
 ['home_Olympique de Marseille', 'away_Getafe CF'],
 ['home_Olympique de Marseille', 'away_SV Darmstadt 98'],
 ['home_Olympique de Marseille', 'away_SC Bastia'],
 ['home_Olympique de Marseille', 'away_Podbeskidzie Bielsko-Biała'],
 ['home_Olympique de Marseille', 'away_Bologna'],
 ['home_Olympique de Marseille', 'away_Sevilla FC'],
 ['home_Olympique de Marseille', 'away_Bournemouth'],
 ['home_Olympique de Marseille', 'away_Legia Warszawa'],
 ['home_Olympique de Marseille', 'away_Roma'],
 ['home_Olympique de Marseille', 'away_Girondins de Bordeaux'],
 ['home_Olympique de Marseille', 'away_FC Sion'],
 ['home_Olympique de Marseille', 'away_En Avant de Guingamp'],
 ['home_Olympique de Marseille', 'away_De Graafschap'],
 ['home_Olympique de Marseille', 'away_Sporting Charleroi'],
 ['home_Olympique de Marseille', 'away_1. FC Köln'],
 ['home_Olympique de Marseille', 'away_Watford'],
 ['home_Olympique de Marseille', 'away_Vitória Setúbal'],
 ['home_Olympique de Marseille', 'away_Inverness Caledonian Thistle'],
 ['home_Olympique de Marseille', 'away_Śląsk Wrocław'],
 ['home_Olympique de Marseille', 'away_Heracles Almelo'],
 ['home_Olympique de Marseille', 'away_VfL Wolfsburg'],
 ['home_Olympique de Marseille', 'away_Torino'],
 ['home_Olympique de Marseille', 'away_CS Marítimo'],
 ['home_Olympique de Marseille', 'away_Ross County FC'],
 ['home_Olympique de Marseille', 'away_Waasland-Beveren'],
 ['home_Olympique de Marseille', 'away_Polonia Bytom'],
 ['home_Olympique de Marseille', 'away_Aberdeen'],
 ['home_Olympique de Marseille', 'away_Celtic'],
 ['home_Olympique de Marseille', 'away_Everton'],
 ['home_Olympique de Marseille', 'away_AZ'],
 ['home_Olympique de Marseille', 'away_Vitesse'],
 ['home_Olympique de Marseille', 'away_FC Augsburg'],
 ['home_Olympique de Marseille', 'away_KV Oostende'],
 ['home_Olympique de Marseille', 'away_Valencia CF'],
 ['home_Olympique de Marseille', 'away_Leicester City'],
 ['home_Olympique de Marseille', 'away_Granada CF'],
 ['home_Olympique de Marseille', 'away_FC Bayern Munich'],
 ['home_Olympique de Marseille', 'away_Udinese'],
 ['home_Olympique de Marseille', 'away_RC Celta de Vigo'],
 ['home_Olympique de Marseille', 'away_Bayer 04 Leverkusen'],
 ['home_Olympique de Marseille', 'away_Lazio'],
 ['home_Olympique de Marseille', 'away_Eintracht Frankfurt'],
 ['home_Olympique de Marseille', 'away_SM Caen'],
 ['home_Olympique de Marseille', 'away_Norwich City'],
 ['home_Olympique de Marseille', 'away_Napoli'],
 ['home_Olympique de Marseille', 'away_SD Eibar'],
 ['home_Olympique de Marseille', 'away_ADO Den Haag'],
 ['home_Olympique de Marseille', 'away_Boavista FC'],
 ['home_Olympique de Marseille', 'away_Manchester City'],
 ['home_Olympique de Marseille', 'away_Borussia Dortmund'],
 ['home_Olympique de Marseille', 'away_Olympique Lyonnais'],
 ['home_Olympique de Marseille', 'away_FC Arouca'],
 ['home_Olympique de Marseille', 'away_FC Zürich'],
 ['home_Olympique de Marseille', 'away_UD Las Palmas'],
 ['home_Olympique de Marseille', 'away_Manchester United'],
 ['home_Olympique de Marseille', 'away_Real Madrid CF'],
 ['home_Olympique de Marseille', 'away_RC Deportivo de La Coruña'],
 ['home_Olympique de Marseille', 'away_FC Schalke 04'],
 ['home_Olympique de Marseille', 'away_Cracovia'],
 ['home_Olympique de Marseille', 'away_Motherwell'],
 ['home_Olympique de Marseille', 'away_Hertha BSC Berlin'],
 ['home_Olympique de Marseille', 'away_Hamilton Academical FC'],
 ['home_Olympique de Marseille', 'away_LOSC Lille'],
 ['home_Olympique de Marseille', 'away_RCD Espanyol'],
 ['home_Olympique de Marseille', 'away_Genoa'],
 ['home_Olympique de Marseille', 'away_Levante UD'],
 ['home_Olympique de Marseille', 'away_Kilmarnock'],
 ['home_Olympique de Marseille', 'away_Arsenal'],
 ['home_Olympique de Marseille', 'away_GFC Ajaccio'],
 ['home_Olympique de Marseille', 'away_Borussia Mönchengladbach'],
 ['home_Olympique de Marseille', 'away_Sint-Truidense VV'],
 ['home_Olympique de Marseille', 'away_Royal Excel Mouscron'],
 ['home_Olympique de Marseille', 'away_1. FSV Mainz 05'],
 ['home_Olympique de Marseille', 'away_Liverpool'],
 ['home_Olympique de Marseille', 'away_FC St. Gallen'],
 ['home_Olympique de Marseille', 'away_Real Sociedad'],
 ['home_Olympique de Marseille', 'away_Chievo Verona'],
 ['home_Olympique de Marseille', 'away_Dundee United'],
 ['home_Olympique de Marseille', 'away_FC Luzern'],
 ['home_Olympique de Marseille', 'away_FC Groningen'],
 ['home_Olympique de Marseille', 'away_FC Paços de Ferreira'],
 ['home_Olympique de Marseille', 'away_West Bromwich Albion'],
 ['home_Olympique de Marseille', 'away_FC Porto'],
 ['home_Olympique de Marseille', 'away_Club Brugge KV'],
 ['home_Olympique de Marseille', 'away_Real Sporting de Gijón'],
 ['home_Olympique de Marseille', 'away_Piast Gliwice'],
 ['home_Olympique de Marseille', 'away_Stade Rennais FC'],
 ['home_Olympique de Marseille', 'away_Moreirense FC'],
 ['home_Olympique de Marseille', 'away_Ruch Chorzów'],
 ['home_Olympique de Marseille', 'away_Tottenham Hotspur'],
 ['home_Olympique de Marseille', 'away_Heart of Midlothian'],
 ['home_Olympique de Marseille', 'away_FC Twente'],
 ['home_Olympique de Marseille', 'away_Milan'],
 ['home_Olympique de Marseille', 'away_TSG 1899 Hoffenheim'],
 ['home_Olympique de Marseille', 'away_BSC Young Boys'],
 ['home_Olympique de Marseille', 'away_Atalanta'],
 ['home_Olympique de Marseille', 'away_Stoke City'],
 ['home_Olympique de Marseille', 'away_Juventus'],
 ['home_Olympique de Marseille', 'away_Southampton'],
 ['home_SV Zulte-Waregem', 'home_SV Werder Bremen'],
 ['home_SV Zulte-Waregem', 'home_VfB Stuttgart'],
 ['home_SV Zulte-Waregem', 'home_Atlético Madrid'],
 ['home_SV Zulte-Waregem', 'home_Ajax'],
 ['home_SV Zulte-Waregem', 'home_Empoli'],
 ['home_SV Zulte-Waregem', 'home_FC Barcelona'],
 ['home_SV Zulte-Waregem', 'home_Aston Villa'],
 ['home_SV Zulte-Waregem', 'home_SL Benfica'],
 ['home_SV Zulte-Waregem', 'home_KRC Genk'],
 ['home_SV Zulte-Waregem', 'home_Sampdoria'],
 ['home_SV Zulte-Waregem', 'home_FC Thun'],
 ['home_SV Zulte-Waregem', 'home_Wisła Kraków'],
 ['home_SV Zulte-Waregem', 'home_Oud-Heverlee Leuven'],
 ['home_SV Zulte-Waregem', 'home_Sassuolo'],
 ['home_SV Zulte-Waregem', 'home_KVC Westerlo'],
 ['home_SV Zulte-Waregem', 'home_FC Ingolstadt 04'],
 ['home_SV Zulte-Waregem', 'home_SC Cambuur'],
 ['home_SV Zulte-Waregem', 'home_Stade de Reims'],
 ['home_SV Zulte-Waregem', 'home_KV Kortrijk'],
 ['home_SV Zulte-Waregem', 'home_Sunderland'],
 ['home_SV Zulte-Waregem', 'home_Frosinone'],
 ['home_SV Zulte-Waregem', 'home_Vitória Guimarães'],
 ['home_SV Zulte-Waregem', 'home_Paris Saint-Germain'],
 ['home_SV Zulte-Waregem', 'home_Lech Poznań'],
 ['home_SV Zulte-Waregem', 'home_KAA Gent'],
 ['home_SV Zulte-Waregem', 'home_Athletic Club de Bilbao'],
 ['home_SV Zulte-Waregem', 'home_Rayo Vallecano'],
 ['home_SV Zulte-Waregem', 'home_Willem II'],
 ['home_SV Zulte-Waregem', 'home_Feyenoord'],
 ['home_SV Zulte-Waregem', 'home_SC Heerenveen'],
 ['home_SV Zulte-Waregem', 'home_Górnik Łęczna'],
 ['home_SV Zulte-Waregem', 'home_Rio Ave FC'],
 ['home_SV Zulte-Waregem', 'home_Standard de Liège'],
 ['home_SV Zulte-Waregem', 'home_Sporting CP'],
 ['home_SV Zulte-Waregem', 'home_PSV'],
 ['home_SV Zulte-Waregem', 'home_Málaga CF'],
 ['home_SV Zulte-Waregem', 'home_Roda JC Kerkrade'],
 ['home_SV Zulte-Waregem', 'home_Partick Thistle F.C.'],
 ['home_SV Zulte-Waregem', 'home_Pogoń Szczecin'],
 ['home_SV Zulte-Waregem', 'home_Excelsior'],
 ['home_SV Zulte-Waregem', 'home_St. Johnstone FC'],
 ['home_SV Zulte-Waregem', 'home_AS Monaco'],
 ['home_SV Zulte-Waregem', 'home_Grasshopper Club Zürich'],
 ['home_SV Zulte-Waregem', 'home_Real Betis Balompié'],
 ['home_SV Zulte-Waregem', 'home_Carpi'],
 ['home_SV Zulte-Waregem', 'home_Toulouse FC'],
 ['home_SV Zulte-Waregem', 'home_Swansea City'],
 ['home_SV Zulte-Waregem', 'home_FC Utrecht'],
 ['home_SV Zulte-Waregem', 'home_Estoril Praia'],
 ['home_SV Zulte-Waregem', 'home_Fiorentina'],
 ['home_SV Zulte-Waregem', 'home_Lechia Gdańsk'],
 ['home_SV Zulte-Waregem', 'home_N.E.C.'],
 ['home_SV Zulte-Waregem', 'home_FC Lorient'],
 ['home_SV Zulte-Waregem', 'home_Dundee FC'],
 ['home_SV Zulte-Waregem', 'home_Hellas Verona'],
 ['home_SV Zulte-Waregem', 'home_CD Nacional'],
 ['home_SV Zulte-Waregem', 'home_Académica de Coimbra'],
 ['home_SV Zulte-Waregem', 'home_PEC Zwolle'],
 ['home_SV Zulte-Waregem', 'home_Crystal Palace'],
 ['home_SV Zulte-Waregem', 'home_Korona Kielce'],
 ['home_SV Zulte-Waregem', 'home_FC Nantes'],
 ['home_SV Zulte-Waregem', 'home_Hamburger SV'],
 ['home_SV Zulte-Waregem', 'home_OGC Nice'],
 ['home_SV Zulte-Waregem', 'home_Villarreal CF'],
 ['home_SV Zulte-Waregem', 'home_Chelsea'],
 ['home_SV Zulte-Waregem', 'home_Angers SCO'],
 ['home_SV Zulte-Waregem', 'home_FC Basel'],
 ['home_SV Zulte-Waregem', 'home_RSC Anderlecht'],
 ['home_SV Zulte-Waregem', 'home_Palermo'],
 ['home_SV Zulte-Waregem', 'home_West Ham United'],
 ['home_SV Zulte-Waregem', 'home_Inter'],
 ['home_SV Zulte-Waregem', 'home_FC Vaduz'],
 ['home_SV Zulte-Waregem', 'home_Sporting Lokeren'],
 ['home_SV Zulte-Waregem', 'home_KV Mechelen'],
 ['home_SV Zulte-Waregem', 'home_Montpellier Hérault SC'],
 ['home_SV Zulte-Waregem', 'home_AS Saint-Étienne'],
 ['home_SV Zulte-Waregem', 'home_ES Troyes AC'],
 ['home_SV Zulte-Waregem', 'home_Zagłębie Lubin'],
 ['home_SV Zulte-Waregem', 'home_Jagiellonia Białystok'],
 ['home_SV Zulte-Waregem', 'home_Hannover 96'],
 ['home_SV Zulte-Waregem', 'home_CF Os Belenenses'],
 ['home_SV Zulte-Waregem', 'home_SC Braga'],
 ['home_SV Zulte-Waregem', 'home_Newcastle United'],
 ['home_SV Zulte-Waregem', 'home_Getafe CF'],
 ['home_SV Zulte-Waregem', 'home_SV Darmstadt 98'],
 ['home_SV Zulte-Waregem', 'home_SC Bastia'],
 ['home_SV Zulte-Waregem', 'home_Podbeskidzie Bielsko-Biała'],
 ['home_SV Zulte-Waregem', 'home_Bologna'],
 ['home_SV Zulte-Waregem', 'home_Sevilla FC'],
 ['home_SV Zulte-Waregem', 'home_Bournemouth'],
 ['home_SV Zulte-Waregem', 'home_Legia Warszawa'],
 ['home_SV Zulte-Waregem', 'home_Roma'],
 ['home_SV Zulte-Waregem', 'home_Girondins de Bordeaux'],
 ['home_SV Zulte-Waregem', 'home_FC Sion'],
 ['home_SV Zulte-Waregem', 'home_En Avant de Guingamp'],
 ['home_SV Zulte-Waregem', 'home_De Graafschap'],
 ['home_SV Zulte-Waregem', 'home_Sporting Charleroi'],
 ['home_SV Zulte-Waregem', 'home_1. FC Köln'],
 ['home_SV Zulte-Waregem', 'home_Watford'],
 ['home_SV Zulte-Waregem', 'home_Vitória Setúbal'],
 ['home_SV Zulte-Waregem', 'home_Inverness Caledonian Thistle'],
 ['home_SV Zulte-Waregem', 'home_Śląsk Wrocław'],
 ['home_SV Zulte-Waregem', 'home_Heracles Almelo'],
 ['home_SV Zulte-Waregem', 'home_VfL Wolfsburg'],
 ['home_SV Zulte-Waregem', 'home_Torino'],
 ['home_SV Zulte-Waregem', 'home_CS Marítimo'],
 ['home_SV Zulte-Waregem', 'home_Ross County FC'],
 ['home_SV Zulte-Waregem', 'home_Waasland-Beveren'],
 ['home_SV Zulte-Waregem', 'home_Polonia Bytom'],
 ['home_SV Zulte-Waregem', 'home_Aberdeen'],
 ['home_SV Zulte-Waregem', 'home_Celtic'],
 ['home_SV Zulte-Waregem', 'home_Everton'],
 ['home_SV Zulte-Waregem', 'home_AZ'],
 ['home_SV Zulte-Waregem', 'home_Vitesse'],
 ['home_SV Zulte-Waregem', 'home_FC Augsburg'],
 ['home_SV Zulte-Waregem', 'home_KV Oostende'],
 ['home_SV Zulte-Waregem', 'home_Valencia CF'],
 ['home_SV Zulte-Waregem', 'home_Leicester City'],
 ['home_SV Zulte-Waregem', 'home_Granada CF'],
 ['home_SV Zulte-Waregem', 'home_FC Bayern Munich'],
 ['home_SV Zulte-Waregem', 'home_Udinese'],
 ['home_SV Zulte-Waregem', 'home_RC Celta de Vigo'],
 ['home_SV Zulte-Waregem', 'home_Bayer 04 Leverkusen'],
 ['home_SV Zulte-Waregem', 'home_Lazio'],
 ['home_SV Zulte-Waregem', 'home_Eintracht Frankfurt'],
 ['home_SV Zulte-Waregem', 'home_SM Caen'],
 ['home_SV Zulte-Waregem', 'home_Norwich City'],
 ['home_SV Zulte-Waregem', 'home_Napoli'],
 ['home_SV Zulte-Waregem', 'home_SD Eibar'],
 ['home_SV Zulte-Waregem', 'home_ADO Den Haag'],
 ['home_SV Zulte-Waregem', 'home_Boavista FC'],
 ['home_SV Zulte-Waregem', 'home_Manchester City'],
 ['home_SV Zulte-Waregem', 'home_Borussia Dortmund'],
 ['home_SV Zulte-Waregem', 'home_Olympique Lyonnais'],
 ['home_SV Zulte-Waregem', 'home_FC Arouca'],
 ['home_SV Zulte-Waregem', 'home_FC Zürich'],
 ['home_SV Zulte-Waregem', 'home_UD Las Palmas'],
 ['home_SV Zulte-Waregem', 'home_Manchester United'],
 ['home_SV Zulte-Waregem', 'home_Real Madrid CF'],
 ['home_SV Zulte-Waregem', 'home_RC Deportivo de La Coruña'],
 ['home_SV Zulte-Waregem', 'home_FC Schalke 04'],
 ['home_SV Zulte-Waregem', 'home_Cracovia'],
 ['home_SV Zulte-Waregem', 'home_Motherwell'],
 ['home_SV Zulte-Waregem', 'home_Hertha BSC Berlin'],
 ['home_SV Zulte-Waregem', 'home_Hamilton Academical FC'],
 ['home_SV Zulte-Waregem', 'home_LOSC Lille'],
 ['home_SV Zulte-Waregem', 'home_RCD Espanyol'],
 ['home_SV Zulte-Waregem', 'home_Genoa'],
 ['home_SV Zulte-Waregem', 'home_Levante UD'],
 ['home_SV Zulte-Waregem', 'home_Kilmarnock'],
 ['home_SV Zulte-Waregem', 'home_Arsenal'],
 ['home_SV Zulte-Waregem', 'home_GFC Ajaccio'],
 ['home_SV Zulte-Waregem', 'home_Borussia Mönchengladbach'],
 ['home_SV Zulte-Waregem', 'home_Sint-Truidense VV'],
 ['home_SV Zulte-Waregem', 'home_Royal Excel Mouscron'],
 ['home_SV Zulte-Waregem', 'home_1. FSV Mainz 05'],
 ['home_SV Zulte-Waregem', 'home_Liverpool'],
 ['home_SV Zulte-Waregem', 'home_FC St. Gallen'],
 ['home_SV Zulte-Waregem', 'home_Real Sociedad'],
 ['home_SV Zulte-Waregem', 'home_Chievo Verona'],
 ['home_SV Zulte-Waregem', 'home_Dundee United'],
 ['home_SV Zulte-Waregem', 'home_FC Luzern'],
 ['home_SV Zulte-Waregem', 'home_FC Groningen'],
 ['home_SV Zulte-Waregem', 'home_FC Paços de Ferreira'],
 ['home_SV Zulte-Waregem', 'home_West Bromwich Albion'],
 ['home_SV Zulte-Waregem', 'home_FC Porto'],
 ['home_SV Zulte-Waregem', 'home_Club Brugge KV'],
 ['home_SV Zulte-Waregem', 'home_Real Sporting de Gijón'],
 ['home_SV Zulte-Waregem', 'home_Piast Gliwice'],
 ['home_SV Zulte-Waregem', 'home_Stade Rennais FC'],
 ['home_SV Zulte-Waregem', 'home_Moreirense FC'],
 ['home_SV Zulte-Waregem', 'home_Ruch Chorzów'],
 ['home_SV Zulte-Waregem', 'home_Tottenham Hotspur'],
 ['home_SV Zulte-Waregem', 'home_Heart of Midlothian'],
 ['home_SV Zulte-Waregem', 'home_FC Twente'],
 ['home_SV Zulte-Waregem', 'home_Milan'],
 ['home_SV Zulte-Waregem', 'home_TSG 1899 Hoffenheim'],
 ['home_SV Zulte-Waregem', 'home_BSC Young Boys'],
 ['home_SV Zulte-Waregem', 'home_Atalanta'],
 ['home_SV Zulte-Waregem', 'home_Stoke City'],
 ['home_SV Zulte-Waregem', 'home_Juventus'],
 ['home_SV Zulte-Waregem', 'home_Southampton'],
 ['home_SV Zulte-Waregem', 'away_Olympique de Marseille'],
 ['home_SV Zulte-Waregem', 'away_SV Zulte-Waregem'],
 ['home_SV Zulte-Waregem', 'away_SV Werder Bremen'],
 ['home_SV Zulte-Waregem', 'away_VfB Stuttgart'],
 ['home_SV Zulte-Waregem', 'away_Atlético Madrid'],
 ['home_SV Zulte-Waregem', 'away_Ajax'],
 ['home_SV Zulte-Waregem', 'away_Empoli'],
 ['home_SV Zulte-Waregem', 'away_FC Barcelona'],
 ['home_SV Zulte-Waregem', 'away_Aston Villa'],
 ['home_SV Zulte-Waregem', 'away_SL Benfica'],
 ['home_SV Zulte-Waregem', 'away_KRC Genk'],
 ['home_SV Zulte-Waregem', 'away_Sampdoria'],
 ['home_SV Zulte-Waregem', 'away_FC Thun'],
 ['home_SV Zulte-Waregem', 'away_Wisła Kraków'],
 ['home_SV Zulte-Waregem', 'away_Oud-Heverlee Leuven'],
 ['home_SV Zulte-Waregem', 'away_Sassuolo'],
 ['home_SV Zulte-Waregem', 'away_KVC Westerlo'],
 ['home_SV Zulte-Waregem', 'away_FC Ingolstadt 04'],
 ['home_SV Zulte-Waregem', 'away_SC Cambuur'],
 ['home_SV Zulte-Waregem', 'away_Stade de Reims'],
 ['home_SV Zulte-Waregem', 'away_KV Kortrijk'],
 ['home_SV Zulte-Waregem', 'away_Sunderland'],
 ['home_SV Zulte-Waregem', 'away_Frosinone'],
 ['home_SV Zulte-Waregem', 'away_Vitória Guimarães'],
 ['home_SV Zulte-Waregem', 'away_Paris Saint-Germain'],
 ['home_SV Zulte-Waregem', 'away_Lech Poznań'],
 ['home_SV Zulte-Waregem', 'away_KAA Gent'],
 ['home_SV Zulte-Waregem', 'away_Athletic Club de Bilbao'],
 ['home_SV Zulte-Waregem', 'away_Rayo Vallecano'],
 ['home_SV Zulte-Waregem', 'away_Willem II'],
 ['home_SV Zulte-Waregem', 'away_Feyenoord'],
 ['home_SV Zulte-Waregem', 'away_SC Heerenveen'],
 ['home_SV Zulte-Waregem', 'away_Górnik Łęczna'],
 ['home_SV Zulte-Waregem', 'away_Rio Ave FC'],
 ['home_SV Zulte-Waregem', 'away_Standard de Liège'],
 ['home_SV Zulte-Waregem', 'away_Sporting CP'],
 ['home_SV Zulte-Waregem', 'away_PSV'],
 ['home_SV Zulte-Waregem', 'away_Málaga CF'],
 ['home_SV Zulte-Waregem', 'away_Roda JC Kerkrade'],
 ['home_SV Zulte-Waregem', 'away_Partick Thistle F.C.'],
 ['home_SV Zulte-Waregem', 'away_Pogoń Szczecin'],
 ['home_SV Zulte-Waregem', 'away_Excelsior'],
 ['home_SV Zulte-Waregem', 'away_St. Johnstone FC'],
 ['home_SV Zulte-Waregem', 'away_AS Monaco'],
 ['home_SV Zulte-Waregem', 'away_Grasshopper Club Zürich'],
 ['home_SV Zulte-Waregem', 'away_Real Betis Balompié'],
 ['home_SV Zulte-Waregem', 'away_Carpi'],
 ['home_SV Zulte-Waregem', 'away_Toulouse FC'],
 ['home_SV Zulte-Waregem', 'away_Swansea City'],
 ['home_SV Zulte-Waregem', 'away_FC Utrecht'],
 ['home_SV Zulte-Waregem', 'away_Estoril Praia'],
 ['home_SV Zulte-Waregem', 'away_Fiorentina'],
 ['home_SV Zulte-Waregem', 'away_Lechia Gdańsk'],
 ['home_SV Zulte-Waregem', 'away_N.E.C.'],
 ['home_SV Zulte-Waregem', 'away_FC Lorient'],
 ['home_SV Zulte-Waregem', 'away_Dundee FC'],
 ['home_SV Zulte-Waregem', 'away_Hellas Verona'],
 ['home_SV Zulte-Waregem', 'away_CD Nacional'],
 ['home_SV Zulte-Waregem', 'away_Académica de Coimbra'],
 ['home_SV Zulte-Waregem', 'away_PEC Zwolle'],
 ['home_SV Zulte-Waregem', 'away_Crystal Palace'],
 ['home_SV Zulte-Waregem', 'away_Korona Kielce'],
 ['home_SV Zulte-Waregem', 'away_FC Nantes'],
 ['home_SV Zulte-Waregem', 'away_Hamburger SV'],
 ['home_SV Zulte-Waregem', 'away_OGC Nice'],
 ['home_SV Zulte-Waregem', 'away_Villarreal CF'],
 ['home_SV Zulte-Waregem', 'away_Chelsea'],
 ['home_SV Zulte-Waregem', 'away_Angers SCO'],
 ['home_SV Zulte-Waregem', 'away_FC Basel'],
 ['home_SV Zulte-Waregem', 'away_RSC Anderlecht'],
 ['home_SV Zulte-Waregem', 'away_Palermo'],
 ['home_SV Zulte-Waregem', 'away_West Ham United'],
 ['home_SV Zulte-Waregem', 'away_Inter'],
 ['home_SV Zulte-Waregem', 'away_FC Vaduz'],
 ['home_SV Zulte-Waregem', 'away_Sporting Lokeren'],
 ['home_SV Zulte-Waregem', 'away_KV Mechelen'],
 ['home_SV Zulte-Waregem', 'away_Montpellier Hérault SC'],
 ['home_SV Zulte-Waregem', 'away_AS Saint-Étienne'],
 ['home_SV Zulte-Waregem', 'away_ES Troyes AC'],
 ['home_SV Zulte-Waregem', 'away_Zagłębie Lubin'],
 ['home_SV Zulte-Waregem', 'away_Jagiellonia Białystok'],
 ['home_SV Zulte-Waregem', 'away_Hannover 96'],
 ['home_SV Zulte-Waregem', 'away_CF Os Belenenses'],
 ['home_SV Zulte-Waregem', 'away_SC Braga'],
 ['home_SV Zulte-Waregem', 'away_Newcastle United'],
 ['home_SV Zulte-Waregem', 'away_Getafe CF'],
 ['home_SV Zulte-Waregem', 'away_SV Darmstadt 98'],
 ['home_SV Zulte-Waregem', 'away_SC Bastia'],
 ['home_SV Zulte-Waregem', 'away_Podbeskidzie Bielsko-Biała'],
 ['home_SV Zulte-Waregem', 'away_Bologna'],
 ['home_SV Zulte-Waregem', 'away_Sevilla FC'],
 ['home_SV Zulte-Waregem', 'away_Bournemouth'],
 ['home_SV Zulte-Waregem', 'away_Legia Warszawa'],
 ['home_SV Zulte-Waregem', 'away_Roma'],
 ['home_SV Zulte-Waregem', 'away_Girondins de Bordeaux'],
 ['home_SV Zulte-Waregem', 'away_FC Sion'],
 ['home_SV Zulte-Waregem', 'away_En Avant de Guingamp'],
 ['home_SV Zulte-Waregem', 'away_De Graafschap'],
 ['home_SV Zulte-Waregem', 'away_Sporting Charleroi'],
 ['home_SV Zulte-Waregem', 'away_1. FC Köln'],
 ['home_SV Zulte-Waregem', 'away_Watford'],
 ['home_SV Zulte-Waregem', 'away_Vitória Setúbal'],
 ['home_SV Zulte-Waregem', 'away_Inverness Caledonian Thistle'],
 ['home_SV Zulte-Waregem', 'away_Śląsk Wrocław'],
 ['home_SV Zulte-Waregem', 'away_Heracles Almelo'],
 ['home_SV Zulte-Waregem', 'away_VfL Wolfsburg'],
 ['home_SV Zulte-Waregem', 'away_Torino'],
 ['home_SV Zulte-Waregem', 'away_CS Marítimo'],
 ['home_SV Zulte-Waregem', 'away_Ross County FC'],
 ['home_SV Zulte-Waregem', 'away_Waasland-Beveren'],
 ['home_SV Zulte-Waregem', 'away_Polonia Bytom'],
 ['home_SV Zulte-Waregem', 'away_Aberdeen'],
 ['home_SV Zulte-Waregem', 'away_Celtic'],
 ['home_SV Zulte-Waregem', 'away_Everton'],
 ['home_SV Zulte-Waregem', 'away_AZ'],
 ['home_SV Zulte-Waregem', 'away_Vitesse'],
 ['home_SV Zulte-Waregem', 'away_FC Augsburg'],
 ['home_SV Zulte-Waregem', 'away_KV Oostende'],
 ['home_SV Zulte-Waregem', 'away_Valencia CF'],
 ['home_SV Zulte-Waregem', 'away_Leicester City'],
 ['home_SV Zulte-Waregem', 'away_Granada CF'],
 ['home_SV Zulte-Waregem', 'away_FC Bayern Munich'],
 ['home_SV Zulte-Waregem', 'away_Udinese'],
 ['home_SV Zulte-Waregem', 'away_RC Celta de Vigo'],
 ['home_SV Zulte-Waregem', 'away_Bayer 04 Leverkusen'],
 ['home_SV Zulte-Waregem', 'away_Lazio'],
 ['home_SV Zulte-Waregem', 'away_Eintracht Frankfurt'],
 ['home_SV Zulte-Waregem', 'away_SM Caen'],
 ['home_SV Zulte-Waregem', 'away_Norwich City'],
 ['home_SV Zulte-Waregem', 'away_Napoli'],
 ['home_SV Zulte-Waregem', 'away_SD Eibar'],
 ['home_SV Zulte-Waregem', 'away_ADO Den Haag'],
 ['home_SV Zulte-Waregem', 'away_Boavista FC'],
 ['home_SV Zulte-Waregem', 'away_Manchester City'],
 ['home_SV Zulte-Waregem', 'away_Borussia Dortmund'],
 ['home_SV Zulte-Waregem', 'away_Olympique Lyonnais'],
 ['home_SV Zulte-Waregem', 'away_FC Arouca'],
 ['home_SV Zulte-Waregem', 'away_FC Zürich'],
 ['home_SV Zulte-Waregem', 'away_UD Las Palmas'],
 ['home_SV Zulte-Waregem', 'away_Manchester United'],
 ['home_SV Zulte-Waregem', 'away_Real Madrid CF'],
 ['home_SV Zulte-Waregem', 'away_RC Deportivo de La Coruña'],
 ['home_SV Zulte-Waregem', 'away_FC Schalke 04'],
 ['home_SV Zulte-Waregem', 'away_Cracovia'],
 ['home_SV Zulte-Waregem', 'away_Motherwell'],
 ['home_SV Zulte-Waregem', 'away_Hertha BSC Berlin'],
 ['home_SV Zulte-Waregem', 'away_Hamilton Academical FC'],
 ['home_SV Zulte-Waregem', 'away_LOSC Lille'],
 ['home_SV Zulte-Waregem', 'away_RCD Espanyol'],
 ['home_SV Zulte-Waregem', 'away_Genoa'],
 ['home_SV Zulte-Waregem', 'away_Levante UD'],
 ['home_SV Zulte-Waregem', 'away_Kilmarnock'],
 ['home_SV Zulte-Waregem', 'away_Arsenal'],
 ['home_SV Zulte-Waregem', 'away_GFC Ajaccio'],
 ['home_SV Zulte-Waregem', 'away_Borussia Mönchengladbach'],
 ['home_SV Zulte-Waregem', 'away_Sint-Truidense VV'],
 ['home_SV Zulte-Waregem', 'away_Royal Excel Mouscron'],
 ['home_SV Zulte-Waregem', 'away_1. FSV Mainz 05'],
 ['home_SV Zulte-Waregem', 'away_Liverpool'],
 ['home_SV Zulte-Waregem', 'away_FC St. Gallen'],
 ['home_SV Zulte-Waregem', 'away_Real Sociedad'],
 ['home_SV Zulte-Waregem', 'away_Chievo Verona'],
 ['home_SV Zulte-Waregem', 'away_Dundee United'],
 ['home_SV Zulte-Waregem', 'away_FC Luzern'],
 ['home_SV Zulte-Waregem', 'away_FC Groningen'],
 ['home_SV Zulte-Waregem', 'away_FC Paços de Ferreira'],
 ['home_SV Zulte-Waregem', 'away_West Bromwich Albion'],
 ['home_SV Zulte-Waregem', 'away_FC Porto'],
 ['home_SV Zulte-Waregem', 'away_Club Brugge KV'],
 ['home_SV Zulte-Waregem', 'away_Real Sporting de Gijón'],
 ['home_SV Zulte-Waregem', 'away_Piast Gliwice'],
 ['home_SV Zulte-Waregem', 'away_Stade Rennais FC'],
 ['home_SV Zulte-Waregem', 'away_Moreirense FC'],
 ['home_SV Zulte-Waregem', 'away_Ruch Chorzów'],
 ['home_SV Zulte-Waregem', 'away_Tottenham Hotspur'],
 ['home_SV Zulte-Waregem', 'away_Heart of Midlothian'],
 ['home_SV Zulte-Waregem', 'away_FC Twente'],
 ['home_SV Zulte-Waregem', 'away_Milan'],
 ['home_SV Zulte-Waregem', 'away_TSG 1899 Hoffenheim'],
 ['home_SV Zulte-Waregem', 'away_BSC Young Boys'],
 ['home_SV Zulte-Waregem', 'away_Atalanta'],
 ['home_SV Zulte-Waregem', 'away_Stoke City'],
 ['home_SV Zulte-Waregem', 'away_Juventus'],
 ['home_SV Zulte-Waregem', 'away_Southampton'],
 ['home_SV Werder Bremen', 'home_VfB Stuttgart'],
 ['home_SV Werder Bremen', 'home_Atlético Madrid'],
 ['home_SV Werder Bremen', 'home_Ajax'],
 ['home_SV Werder Bremen', 'home_Empoli'],
 ['home_SV Werder Bremen', 'home_FC Barcelona'],
 ['home_SV Werder Bremen', 'home_Aston Villa'],
 ['home_SV Werder Bremen', 'home_SL Benfica'],
 ['home_SV Werder Bremen', 'home_KRC Genk'],
 ['home_SV Werder Bremen', 'home_Sampdoria'],
 ['home_SV Werder Bremen', 'home_FC Thun'],
 ['home_SV Werder Bremen', 'home_Wisła Kraków'],
 ['home_SV Werder Bremen', 'home_Oud-Heverlee Leuven'],
 ['home_SV Werder Bremen', 'home_Sassuolo'],
 ['home_SV Werder Bremen', 'home_KVC Westerlo'],
 ['home_SV Werder Bremen', 'home_FC Ingolstadt 04'],
 ['home_SV Werder Bremen', 'home_SC Cambuur'],
 ['home_SV Werder Bremen', 'home_Stade de Reims'],
 ['home_SV Werder Bremen', 'home_KV Kortrijk'],
 ['home_SV Werder Bremen', 'home_Sunderland'],
 ['home_SV Werder Bremen', 'home_Frosinone'],
 ['home_SV Werder Bremen', 'home_Vitória Guimarães'],
 ['home_SV Werder Bremen', 'home_Paris Saint-Germain'],
 ['home_SV Werder Bremen', 'home_Lech Poznań'],
 ['home_SV Werder Bremen', 'home_KAA Gent'],
 ['home_SV Werder Bremen', 'home_Athletic Club de Bilbao'],
 ['home_SV Werder Bremen', 'home_Rayo Vallecano'],
 ['home_SV Werder Bremen', 'home_Willem II'],
 ['home_SV Werder Bremen', 'home_Feyenoord'],
 ['home_SV Werder Bremen', 'home_SC Heerenveen'],
 ['home_SV Werder Bremen', 'home_Górnik Łęczna'],
 ['home_SV Werder Bremen', 'home_Rio Ave FC'],
 ['home_SV Werder Bremen', 'home_Standard de Liège'],
 ['home_SV Werder Bremen', 'home_Sporting CP'],
 ['home_SV Werder Bremen', 'home_PSV'],
 ['home_SV Werder Bremen', 'home_Málaga CF'],
 ['home_SV Werder Bremen', 'home_Roda JC Kerkrade'],
 ['home_SV Werder Bremen', 'home_Partick Thistle F.C.'],
 ['home_SV Werder Bremen', 'home_Pogoń Szczecin'],
 ['home_SV Werder Bremen', 'home_Excelsior'],
 ['home_SV Werder Bremen', 'home_St. Johnstone FC'],
 ['home_SV Werder Bremen', 'home_AS Monaco'],
 ['home_SV Werder Bremen', 'home_Grasshopper Club Zürich'],
 ['home_SV Werder Bremen', 'home_Real Betis Balompié'],
 ['home_SV Werder Bremen', 'home_Carpi'],
 ['home_SV Werder Bremen', 'home_Toulouse FC'],
 ['home_SV Werder Bremen', 'home_Swansea City'],
 ['home_SV Werder Bremen', 'home_FC Utrecht'],
 ['home_SV Werder Bremen', 'home_Estoril Praia'],
 ['home_SV Werder Bremen', 'home_Fiorentina'],
 ['home_SV Werder Bremen', 'home_Lechia Gdańsk'],
 ['home_SV Werder Bremen', 'home_N.E.C.'],
 ['home_SV Werder Bremen', 'home_FC Lorient'],
 ['home_SV Werder Bremen', 'home_Dundee FC'],
 ['home_SV Werder Bremen', 'home_Hellas Verona'],
 ['home_SV Werder Bremen', 'home_CD Nacional'],
 ['home_SV Werder Bremen', 'home_Académica de Coimbra'],
 ['home_SV Werder Bremen', 'home_PEC Zwolle'],
 ['home_SV Werder Bremen', 'home_Crystal Palace'],
 ['home_SV Werder Bremen', 'home_Korona Kielce'],
 ['home_SV Werder Bremen', 'home_FC Nantes'],
 ['home_SV Werder Bremen', 'home_Hamburger SV'],
 ['home_SV Werder Bremen', 'home_OGC Nice'],
 ['home_SV Werder Bremen', 'home_Villarreal CF'],
 ['home_SV Werder Bremen', 'home_Chelsea'],
 ['home_SV Werder Bremen', 'home_Angers SCO'],
 ['home_SV Werder Bremen', 'home_FC Basel'],
 ['home_SV Werder Bremen', 'home_RSC Anderlecht'],
 ['home_SV Werder Bremen', 'home_Palermo'],
 ['home_SV Werder Bremen', 'home_West Ham United'],
 ['home_SV Werder Bremen', 'home_Inter'],
 ['home_SV Werder Bremen', 'home_FC Vaduz'],
 ['home_SV Werder Bremen', 'home_Sporting Lokeren'],
 ['home_SV Werder Bremen', 'home_KV Mechelen'],
 ['home_SV Werder Bremen', 'home_Montpellier Hérault SC'],
 ['home_SV Werder Bremen', 'home_AS Saint-Étienne'],
 ['home_SV Werder Bremen', 'home_ES Troyes AC'],
 ['home_SV Werder Bremen', 'home_Zagłębie Lubin'],
 ['home_SV Werder Bremen', 'home_Jagiellonia Białystok'],
 ['home_SV Werder Bremen', 'home_Hannover 96'],
 ['home_SV Werder Bremen', 'home_CF Os Belenenses'],
 ['home_SV Werder Bremen', 'home_SC Braga'],
 ['home_SV Werder Bremen', 'home_Newcastle United'],
 ['home_SV Werder Bremen', 'home_Getafe CF'],
 ['home_SV Werder Bremen', 'home_SV Darmstadt 98'],
 ['home_SV Werder Bremen', 'home_SC Bastia'],
 ['home_SV Werder Bremen', 'home_Podbeskidzie Bielsko-Biała'],
 ['home_SV Werder Bremen', 'home_Bologna'],
 ['home_SV Werder Bremen', 'home_Sevilla FC'],
 ['home_SV Werder Bremen', 'home_Bournemouth'],
 ['home_SV Werder Bremen', 'home_Legia Warszawa'],
 ['home_SV Werder Bremen', 'home_Roma'],
 ['home_SV Werder Bremen', 'home_Girondins de Bordeaux'],
 ['home_SV Werder Bremen', 'home_FC Sion'],
 ['home_SV Werder Bremen', 'home_En Avant de Guingamp'],
 ['home_SV Werder Bremen', 'home_De Graafschap'],
 ['home_SV Werder Bremen', 'home_Sporting Charleroi'],
 ['home_SV Werder Bremen', 'home_1. FC Köln'],
 ['home_SV Werder Bremen', 'home_Watford'],
 ['home_SV Werder Bremen', 'home_Vitória Setúbal'],
 ['home_SV Werder Bremen', 'home_Inverness Caledonian Thistle'],
 ['home_SV Werder Bremen', 'home_Śląsk Wrocław'],
 ['home_SV Werder Bremen', 'home_Heracles Almelo'],
 ['home_SV Werder Bremen', 'home_VfL Wolfsburg'],
 ['home_SV Werder Bremen', 'home_Torino'],
 ['home_SV Werder Bremen', 'home_CS Marítimo'],
 ['home_SV Werder Bremen', 'home_Ross County FC'],
 ['home_SV Werder Bremen', 'home_Waasland-Beveren'],
 ['home_SV Werder Bremen', 'home_Polonia Bytom'],
 ['home_SV Werder Bremen', 'home_Aberdeen'],
 ['home_SV Werder Bremen', 'home_Celtic'],
 ['home_SV Werder Bremen', 'home_Everton'],
 ['home_SV Werder Bremen', 'home_AZ'],
 ['home_SV Werder Bremen', 'home_Vitesse'],
 ['home_SV Werder Bremen', 'home_FC Augsburg'],
 ['home_SV Werder Bremen', 'home_KV Oostende'],
 ['home_SV Werder Bremen', 'home_Valencia CF'],
 ['home_SV Werder Bremen', 'home_Leicester City'],
 ['home_SV Werder Bremen', 'home_Granada CF'],
 ['home_SV Werder Bremen', 'home_FC Bayern Munich'],
 ['home_SV Werder Bremen', 'home_Udinese'],
 ['home_SV Werder Bremen', 'home_RC Celta de Vigo'],
 ['home_SV Werder Bremen', 'home_Bayer 04 Leverkusen'],
 ['home_SV Werder Bremen', 'home_Lazio'],
 ['home_SV Werder Bremen', 'home_Eintracht Frankfurt'],
 ['home_SV Werder Bremen', 'home_SM Caen'],
 ['home_SV Werder Bremen', 'home_Norwich City'],
 ['home_SV Werder Bremen', 'home_Napoli'],
 ['home_SV Werder Bremen', 'home_SD Eibar'],
 ['home_SV Werder Bremen', 'home_ADO Den Haag'],
 ['home_SV Werder Bremen', 'home_Boavista FC'],
 ['home_SV Werder Bremen', 'home_Manchester City'],
 ['home_SV Werder Bremen', 'home_Borussia Dortmund'],
 ['home_SV Werder Bremen', 'home_Olympique Lyonnais'],
 ['home_SV Werder Bremen', 'home_FC Arouca'],
 ['home_SV Werder Bremen', 'home_FC Zürich'],
 ['home_SV Werder Bremen', 'home_UD Las Palmas'],
 ['home_SV Werder Bremen', 'home_Manchester United'],
 ['home_SV Werder Bremen', 'home_Real Madrid CF'],
 ['home_SV Werder Bremen', 'home_RC Deportivo de La Coruña'],
 ['home_SV Werder Bremen', 'home_FC Schalke 04'],
 ['home_SV Werder Bremen', 'home_Cracovia'],
 ['home_SV Werder Bremen', 'home_Motherwell'],
 ['home_SV Werder Bremen', 'home_Hertha BSC Berlin'],
 ['home_SV Werder Bremen', 'home_Hamilton Academical FC'],
 ['home_SV Werder Bremen', 'home_LOSC Lille'],
 ['home_SV Werder Bremen', 'home_RCD Espanyol'],
 ['home_SV Werder Bremen', 'home_Genoa'],
 ['home_SV Werder Bremen', 'home_Levante UD'],
 ['home_SV Werder Bremen', 'home_Kilmarnock'],
 ['home_SV Werder Bremen', 'home_Arsenal'],
 ['home_SV Werder Bremen', 'home_GFC Ajaccio'],
 ['home_SV Werder Bremen', 'home_Borussia Mönchengladbach'],
 ['home_SV Werder Bremen', 'home_Sint-Truidense VV'],
 ['home_SV Werder Bremen', 'home_Royal Excel Mouscron'],
 ['home_SV Werder Bremen', 'home_1. FSV Mainz 05'],
 ['home_SV Werder Bremen', 'home_Liverpool'],
 ['home_SV Werder Bremen', 'home_FC St. Gallen'],
 ['home_SV Werder Bremen', 'home_Real Sociedad'],
 ['home_SV Werder Bremen', 'home_Chievo Verona'],
 ['home_SV Werder Bremen', 'home_Dundee United'],
 ['home_SV Werder Bremen', 'home_FC Luzern'],
 ['home_SV Werder Bremen', 'home_FC Groningen'],
 ['home_SV Werder Bremen', 'home_FC Paços de Ferreira'],
 ['home_SV Werder Bremen', 'home_West Bromwich Albion'],
 ['home_SV Werder Bremen', 'home_FC Porto'],
 ['home_SV Werder Bremen', 'home_Club Brugge KV'],
 ['home_SV Werder Bremen', 'home_Real Sporting de Gijón'],
 ['home_SV Werder Bremen', 'home_Piast Gliwice'],
 ['home_SV Werder Bremen', 'home_Stade Rennais FC'],
 ['home_SV Werder Bremen', 'home_Moreirense FC'],
 ['home_SV Werder Bremen', 'home_Ruch Chorzów'],
 ['home_SV Werder Bremen', 'home_Tottenham Hotspur'],
 ['home_SV Werder Bremen', 'home_Heart of Midlothian'],
 ['home_SV Werder Bremen', 'home_FC Twente'],
 ['home_SV Werder Bremen', 'home_Milan'],
 ['home_SV Werder Bremen', 'home_TSG 1899 Hoffenheim'],
 ['home_SV Werder Bremen', 'home_BSC Young Boys'],
 ['home_SV Werder Bremen', 'home_Atalanta'],
 ['home_SV Werder Bremen', 'home_Stoke City'],
 ['home_SV Werder Bremen', 'home_Juventus'],
 ['home_SV Werder Bremen', 'home_Southampton'],
 ['home_SV Werder Bremen', 'away_Olympique de Marseille'],
 ['home_SV Werder Bremen', 'away_SV Zulte-Waregem'],
 ['home_SV Werder Bremen', 'away_SV Werder Bremen'],
 ['home_SV Werder Bremen', 'away_VfB Stuttgart'],
 ['home_SV Werder Bremen', 'away_Atlético Madrid'],
 ['home_SV Werder Bremen', 'away_Ajax'],
 ['home_SV Werder Bremen', 'away_Empoli'],
 ['home_SV Werder Bremen', 'away_FC Barcelona'],
 ['home_SV Werder Bremen', 'away_Aston Villa'],
 ['home_SV Werder Bremen', 'away_SL Benfica'],
 ['home_SV Werder Bremen', 'away_KRC Genk'],
 ['home_SV Werder Bremen', 'away_Sampdoria'],
 ['home_SV Werder Bremen', 'away_FC Thun'],
 ['home_SV Werder Bremen', 'away_Wisła Kraków'],
 ['home_SV Werder Bremen', 'away_Oud-Heverlee Leuven'],
 ['home_SV Werder Bremen', 'away_Sassuolo'],
 ['home_SV Werder Bremen', 'away_KVC Westerlo'],
 ['home_SV Werder Bremen', 'away_FC Ingolstadt 04'],
 ['home_SV Werder Bremen', 'away_SC Cambuur'],
 ['home_SV Werder Bremen', 'away_Stade de Reims'],
 ['home_SV Werder Bremen', 'away_KV Kortrijk'],
 ['home_SV Werder Bremen', 'away_Sunderland'],
 ['home_SV Werder Bremen', 'away_Frosinone'],
 ['home_SV Werder Bremen', 'away_Vitória Guimarães'],
 ['home_SV Werder Bremen', 'away_Paris Saint-Germain'],
 ['home_SV Werder Bremen', 'away_Lech Poznań'],
 ['home_SV Werder Bremen', 'away_KAA Gent'],
 ['home_SV Werder Bremen', 'away_Athletic Club de Bilbao'],
 ['home_SV Werder Bremen', 'away_Rayo Vallecano'],
 ['home_SV Werder Bremen', 'away_Willem II'],
 ['home_SV Werder Bremen', 'away_Feyenoord'],
 ['home_SV Werder Bremen', 'away_SC Heerenveen'],
 ['home_SV Werder Bremen', 'away_Górnik Łęczna'],
 ['home_SV Werder Bremen', 'away_Rio Ave FC'],
 ['home_SV Werder Bremen', 'away_Standard de Liège'],
 ['home_SV Werder Bremen', 'away_Sporting CP'],
 ['home_SV Werder Bremen', 'away_PSV'],
 ['home_SV Werder Bremen', 'away_Málaga CF'],
 ['home_SV Werder Bremen', 'away_Roda JC Kerkrade'],
 ['home_SV Werder Bremen', 'away_Partick Thistle F.C.'],
 ['home_SV Werder Bremen', 'away_Pogoń Szczecin'],
 ['home_SV Werder Bremen', 'away_Excelsior'],
 ['home_SV Werder Bremen', 'away_St. Johnstone FC'],
 ['home_SV Werder Bremen', 'away_AS Monaco'],
 ['home_SV Werder Bremen', 'away_Grasshopper Club Zürich'],
 ['home_SV Werder Bremen', 'away_Real Betis Balompié'],
 ['home_SV Werder Bremen', 'away_Carpi'],
 ['home_SV Werder Bremen', 'away_Toulouse FC'],
 ['home_SV Werder Bremen', 'away_Swansea City'],
 ['home_SV Werder Bremen', 'away_FC Utrecht'],
 ['home_SV Werder Bremen', 'away_Estoril Praia'],
 ['home_SV Werder Bremen', 'away_Fiorentina'],
 ['home_SV Werder Bremen', 'away_Lechia Gdańsk'],
 ['home_SV Werder Bremen', 'away_N.E.C.'],
 ['home_SV Werder Bremen', 'away_FC Lorient'],
 ['home_SV Werder Bremen', 'away_Dundee FC'],
 ['home_SV Werder Bremen', 'away_Hellas Verona'],
 ['home_SV Werder Bremen', 'away_CD Nacional'],
 ['home_SV Werder Bremen', 'away_Académica de Coimbra'],
 ['home_SV Werder Bremen', 'away_PEC Zwolle'],
 ['home_SV Werder Bremen', 'away_Crystal Palace'],
 ['home_SV Werder Bremen', 'away_Korona Kielce'],
 ['home_SV Werder Bremen', 'away_FC Nantes'],
 ['home_SV Werder Bremen', 'away_Hamburger SV'],
 ['home_SV Werder Bremen', 'away_OGC Nice'],
 ['home_SV Werder Bremen', 'away_Villarreal CF'],
 ['home_SV Werder Bremen', 'away_Chelsea'],
 ['home_SV Werder Bremen', 'away_Angers SCO'],
 ['home_SV Werder Bremen', 'away_FC Basel'],
 ['home_SV Werder Bremen', 'away_RSC Anderlecht'],
 ['home_SV Werder Bremen', 'away_Palermo'],
 ['home_SV Werder Bremen', 'away_West Ham United'],
 ['home_SV Werder Bremen', 'away_Inter'],
 ['home_SV Werder Bremen', 'away_FC Vaduz'],
 ['home_SV Werder Bremen', 'away_Sporting Lokeren'],
 ['home_SV Werder Bremen', 'away_KV Mechelen'],
 ['home_SV Werder Bremen', 'away_Montpellier Hérault SC'],
 ['home_SV Werder Bremen', 'away_AS Saint-Étienne'],
 ['home_SV Werder Bremen', 'away_ES Troyes AC'],
 ['home_SV Werder Bremen', 'away_Zagłębie Lubin'],
 ['home_SV Werder Bremen', 'away_Jagiellonia Białystok'],
 ['home_SV Werder Bremen', 'away_Hannover 96'],
 ['home_SV Werder Bremen', 'away_CF Os Belenenses'],
 ['home_SV Werder Bremen', 'away_SC Braga'],
 ['home_SV Werder Bremen', 'away_Newcastle United'],
 ['home_SV Werder Bremen', 'away_Getafe CF'],
 ...]


len(all_team_combs_dict)

67528


# Датафрейм со всеми комбинациями игр двух команд

df_all_team = pd.DataFrame(all_team_combs_dict)
df_all_team


df_all_team[['position_1', 'team_1']] = df_all_team[0].str.split('_', expand=True)
df_all_team[['position_2', 'team_2']] = df_all_team[1].str.split('_', expand=True)


df_all_team


df_all_team.drop([0, 1], axis=1, inplace=True)


df_all_team


df_all_team.drop(df_all_team[(df_all_team['position_1'] == 'away') \
                             & (df_all_team['position_2'] == 'away')].index, inplace=True)

df_all_team.drop(df_all_team[(df_all_team['position_1'] == 'home') \
                             & (df_all_team['position_2'] == 'home')].index, inplace=True)


df_all_team


df_all_team['position_1'].unique(), df_all_team['position_2'].unique()

(array(['home'], dtype=object), array(['away'], dtype=object))


best_combination

['diff_players_overall_rating',
 'home_players_attr_sum',
 'diff_defenceAggression',
 'home_buildUpPlayDribblingClass',
 'home_buildUpPlaySpeedClass']


df_home_num_factors = df.loc[:, ['home_team_long_name', 
                                 'home_players_overall_rating', 
                                 'home_players_attr_sum', 
                                 'home_defenceAggression']]


df_home_class_factors = df.loc[:, ['home_team_long_name', 
                                   'home_buildUpPlayDribblingClass', 
                                   'home_buildUpPlaySpeedClass']]


agg_home_num = df_home_num_factors.groupby('home_team_long_name')[['home_players_overall_rating', 
                                                    'home_players_attr_sum', 
                                                    'home_defenceAggression']].agg('mean')

agg_home_num.reset_index(inplace=True)


agg_home_class = df_home_class_factors.groupby('home_team_long_name')\
[['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']].agg(pd.Series.mode)

agg_home_class.reset_index(inplace=True)


agg_home_num


agg_home_class


agg_home = pd.merge(agg_home_num, agg_home_class, how='left', on='home_team_long_name')


agg_home


df_away_num_factors = df.loc[:, ['away_team_long_name', 
                                 'away_players_overall_rating', 
                                 'away_players_attr_sum', 
                                 'away_defenceAggression']]


df_away_class_factors = df.loc[:, ['away_team_long_name', 
                                   'away_buildUpPlayDribblingClass', 
                                   'away_buildUpPlaySpeedClass']]


agg_away_num = df_away_num_factors.groupby('away_team_long_name')[['away_players_overall_rating', 
                                                                   'away_players_attr_sum', 
                                                                   'away_defenceAggression']].agg('mean')

agg_away_num.reset_index(inplace=True)


agg_away_class = df_away_class_factors.groupby('away_team_long_name')\
[['away_buildUpPlayDribblingClass', 'away_buildUpPlaySpeedClass']].agg(pd.Series.mode)

agg_away_class.reset_index(inplace=True)


agg_away_num


agg_away_class


agg_away = pd.merge(agg_away_num, agg_away_class, how='left', on='away_team_long_name')


agg_away


agg_home.shape, agg_away.shape

((184, 6), (184, 6))


df_all_team


df_for_dashboard = pd.merge(df_all_team, agg_home, how='left', 
                            left_on='team_1', right_on='home_team_long_name')


df_for_dashboard = pd.merge(df_for_dashboard, agg_away, how='left', 
                            left_on='team_2', right_on='away_team_long_name')


df_for_dashboard.drop(['home_team_long_name', 'away_team_long_name'], axis=1, inplace=True)


df_for_dashboard.head(3)


df_for_dashboard.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 33856 entries, 0 to 33855
Data columns (total 14 columns):
 #   Column                          Non-Null Count  Dtype  
---  ------                          --------------  -----  
 0   position_1                      33856 non-null  object 
 1   team_1                          33856 non-null  object 
 2   position_2                      33856 non-null  object 
 3   team_2                          33856 non-null  object 
 4   home_players_overall_rating     33856 non-null  float64
 5   home_players_attr_sum           33856 non-null  float64
 6   home_defenceAggression          33856 non-null  float64
 7   home_buildUpPlayDribblingClass  33856 non-null  object 
 8   home_buildUpPlaySpeedClass      33856 non-null  object 
 9   away_players_overall_rating     33856 non-null  float64
 10  away_players_attr_sum           33856 non-null  float64
 11  away_defenceAggression          33856 non-null  float64
 12  away_buildUpPlayDribblingClass  33856 non-null  object 
 13  away_buildUpPlaySpeedClass      33856 non-null  object 
dtypes: float64(6), object(8)
memory usage: 3.6+ MB


best_combination

['diff_players_overall_rating',
 'home_players_attr_sum',
 'diff_defenceAggression',
 'home_buildUpPlayDribblingClass',
 'home_buildUpPlaySpeedClass']


df_for_dashboard['diff_players_overall_rating'] = df_for_dashboard['home_players_overall_rating'] \
- df_for_dashboard['away_players_overall_rating']

df_for_dashboard['diff_defenceAggression'] = df_for_dashboard['home_defenceAggression'] \
- df_for_dashboard['away_defenceAggression']


df_for_dashboard.head(3)


df_for_prediction = df_for_dashboard.copy(deep = True)


best_combination

['diff_players_overall_rating',
 'home_players_attr_sum',
 'diff_defenceAggression',
 'home_buildUpPlayDribblingClass',
 'home_buildUpPlaySpeedClass']


# Запишем категориальные и числовые параметры в отдельные переменные

categorial_factors_final = ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']
quantity_factors_final = ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression']


final_train, final_test = \
train_test_split(df_3, test_size = 0.3, stratify = df_3['home_team_win'], random_state=42)


final_train.head(5)


final_train.loc[:, categorial_factors_final] = \
ordinal_encoder.fit_transform(final_train.loc[:, categorial_factors_final])


df_for_prediction[categorial_factors_final] = \
ordinal_encoder.transform(df_for_prediction[categorial_factors_final])


df_for_prediction[categorial_factors_final].head(3)


final_train.loc[:, quantity_factors_final]


stand_scaler.fit(final_train.loc[:, quantity_factors_final])

StandardScaler()

StandardScaler()


df_for_prediction[quantity_factors_final] = \
stand_scaler.transform(df_for_prediction[quantity_factors_final])


df_for_prediction[best_combination].head()


df_for_prediction


Y_predicted = best_model.predict(df_for_prediction.loc[:,best_combination])


Y_predicted

array([0, 1, 1, ..., 0, 0, 0])


len(Y_predicted)

33856


df_for_dashboard.shape

(33856, 16)


df_for_dashboard.head(3)


df_for_dashboard['prediction'] = Y_predicted


df_for_dashboard.head(5)


df_for_dashboard.isnull().sum().sum()

0


important_cols = ['league_name', 'country_name', 'home_team_long_name', 'away_team_long_name']


home_info = df.loc[:, important_cols].drop(['away_team_long_name'], axis=1)
home_info.drop_duplicates(inplace=True)
home_info.columns = ['home_league_name', 'home_country_name', 'home_team_long_name']

away_info = df.loc[:, important_cols].drop(['home_team_long_name'], axis=1)
away_info.drop_duplicates(inplace=True)
away_info.columns = ['away_league_name', 'away_country_name', 'away_team_long_name']


home_info


df_for_dashboard = pd.merge(df_for_dashboard, home_info, how='left', 
                            left_on='team_1', right_on='home_team_long_name')

df_for_dashboard = pd.merge(df_for_dashboard, away_info, how='left', 
                            left_on='team_2', right_on='away_team_long_name')


df_for_dashboard.drop(['home_team_long_name', 'away_team_long_name'], axis=1, inplace=True)


best_combination

['diff_players_overall_rating',
 'home_players_attr_sum',
 'diff_defenceAggression',
 'home_buildUpPlayDribblingClass',
 'home_buildUpPlaySpeedClass']


df_for_dashboard


df_for_dashboard.to_excel('df_for_dashboard.xlsx')

	id	name
0	1	Belgium
1	1729	England
2	4769	France
3	7809	Germany
4	10257	Italy
5	13274	Netherlands
6	15722	Poland
7	17642	Portugal
8	19694	Scotland
9	21518	Spain
10	24558	Switzerland

	id	player_api_id	player_name	player_fifa_api_id	birthday	height	weight
0	1	505942	Aaron Appindangoye	218353	1992-02-29 00:00:00	182.88	187
1	2	155782	Aaron Cresswell	189615	1989-12-15 00:00:00	170.18	146
2	3	162549	Aaron Doran	186170	1991-05-13 00:00:00	170.18	163
3	4	30572	Aaron Galindo	140161	1982-05-08 00:00:00	182.88	198
4	5	23780	Aaron Hughes	17725	1979-11-08 00:00:00	182.88	154
...	...	...	...	...	...	...	...
11055	11071	26357	Zoumana Camara	2488	1979-04-03 00:00:00	182.88	168
11056	11072	111182	Zsolt Laczko	164680	1986-12-18 00:00:00	182.88	176
11057	11073	36491	Zsolt Low	111191	1979-04-29 00:00:00	180.34	154
11058	11074	35506	Zurab Khizanishvili	47058	1981-10-06 00:00:00	185.42	172
11059	11075	39902	Zvjezdan Misimovic	102359	1982-06-05 00:00:00	180.34	176

	id	player_fifa_api_id	player_api_id	date	overall_rating	potential	preferred_foot	attacking_work_rate	defensive_work_rate	crossing	finishing	heading_accuracy	short_passing	volleys	dribbling	curve	free_kick_accuracy	long_passing	ball_control	acceleration	sprint_speed	agility	reactions	balance	shot_power	jumping	stamina	strength	long_shots	aggression	interceptions	positioning	vision	penalties	marking	standing_tackle	sliding_tackle	gk_diving	gk_handling	gk_kicking	gk_positioning	gk_reflexes
0	1	218353	505942	2016-02-18 00:00:00	67.0	71.0	right	medium	medium	49.0	44.0	71.0	61.0	44.0	51.0	45.0	39.0	64.0	49.0	60.0	64.0	59.0	47.0	65.0	55.0	58.0	54.0	76.0	35.0	71.0	70.0	45.0	54.0	48.0	65.0	69.0	69.0	6.0	11.0	10.0	8.0	8.0
1	2	218353	505942	2015-11-19 00:00:00	67.0	71.0	right	medium	medium	49.0	44.0	71.0	61.0	44.0	51.0	45.0	39.0	64.0	49.0	60.0	64.0	59.0	47.0	65.0	55.0	58.0	54.0	76.0	35.0	71.0	70.0	45.0	54.0	48.0	65.0	69.0	69.0	6.0	11.0	10.0	8.0	8.0
2	3	218353	505942	2015-09-21 00:00:00	62.0	66.0	right	medium	medium	49.0	44.0	71.0	61.0	44.0	51.0	45.0	39.0	64.0	49.0	60.0	64.0	59.0	47.0	65.0	55.0	58.0	54.0	76.0	35.0	63.0	41.0	45.0	54.0	48.0	65.0	66.0	69.0	6.0	11.0	10.0	8.0	8.0
3	4	218353	505942	2015-03-20 00:00:00	61.0	65.0	right	medium	medium	48.0	43.0	70.0	60.0	43.0	50.0	44.0	38.0	63.0	48.0	60.0	64.0	59.0	46.0	65.0	54.0	58.0	54.0	76.0	34.0	62.0	40.0	44.0	53.0	47.0	62.0	63.0	66.0	5.0	10.0	9.0	7.0	7.0
4	5	218353	505942	2007-02-22 00:00:00	61.0	65.0	right	medium	medium	48.0	43.0	70.0	60.0	43.0	50.0	44.0	38.0	63.0	48.0	60.0	64.0	59.0	46.0	65.0	54.0	58.0	54.0	76.0	34.0	62.0	40.0	44.0	53.0	47.0	62.0	63.0	66.0	5.0	10.0	9.0	7.0	7.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
183973	183974	102359	39902	2009-08-30 00:00:00	83.0	85.0	right	medium	low	84.0	77.0	59.0	89.0	77.0	84.0	86.0	78.0	84.0	85.0	66.0	72.0	77.0	86.0	73.0	76.0	58.0	72.0	67.0	81.0	56.0	78.0	86.0	88.0	83.0	22.0	31.0	30.0	9.0	20.0	84.0	20.0	20.0
183974	183975	102359	39902	2009-02-22 00:00:00	78.0	80.0	right	medium	low	74.0	76.0	53.0	84.0	77.0	85.0	86.0	74.0	73.0	86.0	66.0	67.0	77.0	74.0	73.0	75.0	58.0	66.0	65.0	73.0	61.0	64.0	72.0	88.0	70.0	32.0	31.0	30.0	9.0	20.0	73.0	20.0	20.0
183975	183976	102359	39902	2008-08-30 00:00:00	77.0	80.0	right	medium	low	74.0	71.0	53.0	84.0	77.0	85.0	86.0	74.0	73.0	86.0	66.0	67.0	77.0	74.0	73.0	75.0	58.0	66.0	65.0	73.0	67.0	64.0	72.0	88.0	70.0	32.0	31.0	30.0	9.0	20.0	73.0	20.0	20.0
183976	183977	102359	39902	2007-08-30 00:00:00	78.0	81.0	right	medium	low	74.0	64.0	57.0	86.0	77.0	87.0	86.0	73.0	73.0	91.0	61.0	60.0	77.0	69.0	73.0	72.0	58.0	67.0	59.0	78.0	63.0	63.0	68.0	88.0	53.0	28.0	32.0	30.0	9.0	20.0	73.0	20.0	20.0
183977	183978	102359	39902	2007-02-22 00:00:00	80.0	81.0	right	medium	low	74.0	68.0	57.0	88.0	77.0	87.0	86.0	53.0	78.0	91.0	58.0	64.0	77.0	66.0	73.0	72.0	58.0	67.0	59.0	78.0	63.0	63.0	68.0	88.0	53.0	38.0	32.0	30.0	9.0	9.0	78.0	7.0	15.0

	id	league_name	country_name
0	1	Belgium Jupiler League	Belgium
1	1729	England Premier League	England
2	4769	France Ligue 1	France
3	7809	Germany 1. Bundesliga	Germany
4	10257	Italy Serie A	Italy
5	13274	Netherlands Eredivisie	Netherlands
6	15722	Poland Ekstraklasa	Poland
7	17642	Portugal Liga ZON Sagres	Portugal
8	19694	Scotland Premier League	Scotland
9	21518	Spain LIGA BBVA	Spain
10	24558	Switzerland Super League	Switzerland

	date	home_date	away_date	home_check_date	away_check_date	home_date_diff	away_date_diff
0	2008-07-18	2008-07-18	2008-07-18	2010-02-22	2010-02-22	-584 days	-584 days
1	2008-07-19	2008-07-19	2008-07-19	2010-02-22	2010-02-22	-583 days	-583 days
2	2008-07-20	2008-07-20	2008-07-20	2010-02-22	2015-09-10	-582 days	-2608 days
3	2008-07-20	2008-07-20	2008-07-20	2010-02-22	2010-02-22	-582 days	-582 days
4	2008-07-23	2008-07-23	2008-07-23	2010-02-22	2010-02-22	-579 days	-579 days
...	...	...	...	...	...	...	...
25974	2016-05-25	2016-05-25	2016-05-25	2015-09-10	2015-09-10	258 days	258 days
25975	2016-05-25	2016-05-25	2016-05-25	2015-09-10	2015-09-10	258 days	258 days
25976	2016-05-25	2016-05-25	2016-05-25	NaT	2015-09-10	NaT	258 days
25977	2016-05-25	2016-05-25	2016-05-25	2015-09-10	2015-09-10	258 days	258 days
25978	2016-05-25	2016-05-25	2016-05-25	2015-09-10	2015-09-10	258 days	258 days

	type	name	tbl_name	rootpage	sql
0	table	sqlite_sequence	sqlite_sequence	4	CREATE TABLE sqlite_sequence(name,seq)
1	table	Player_Attributes	Player_Attributes	11	CREATE TABLE "Player_Attributes" (\n\t`id`\tIN...
2	table	Player	Player	14	CREATE TABLE `Player` (\n\t`id`\tINTEGER PRIMA...
3	table	Match	Match	18	CREATE TABLE `Match` (\n\t`id`\tINTEGER PRIMAR...
4	table	League	League	24	CREATE TABLE `League` (\n\t`id`\tINTEGER PRIMA...
5	table	Country	Country	26	CREATE TABLE `Country` (\n\t`id`\tINTEGER PRIM...
6	table	Team	Team	29	CREATE TABLE "Team" (\n\t`id`\tINTEGER PRIMARY...
7	table	Team_Attributes	Team_Attributes	2	CREATE TABLE `Team_Attributes` (\n\t`id`\tINTE...

	id	team_api_id	team_fifa_api_id	team_long_name	team_short_name
0	16848	8350	29.0	1. FC Kaiserslautern	KAI
1	15624	8722	31.0	1. FC Köln	FCK
2	16239	8165	171.0	1. FC Nürnberg	NUR
3	16243	9905	169.0	1. FSV Mainz 05	MAI
4	11817	8576	614.0	AC Ajaccio	AJA
...	...	...	...	...	...
294	43800	9868	1742.0	Xerez Club Deportivo	XER
295	31928	8021	110749.0	Zagłębie Lubin	ZAG
296	33855	8027	112512.0	Zawisza Bydgoszcz	ZAW
297	11822	4087	111271.0	Évian Thonon Gaillard FC	ETG
298	31449	8025	111092.0	Śląsk Wrocław	SLA

	id	team_api_id	team_fifa_api_id	team_long_name	team_short_name
16	35291	10213	NaN	Amadora	AMA
99	26561	6601	NaN	FC Volendam	VOL
101	9	7947	NaN	FCV Dender EH	DEN
103	36723	4064	NaN	Feirense	FEI
160	51606	7896	NaN	Lugano	LUG
195	36248	9765	NaN	Portimonense	POR
261	34816	177361	NaN	Termalica Bruk-Bet Nieciecza	TBN
262	38791	188163	NaN	Tondela	TON
266	35286	7992	NaN	Trofense	TRO
267	15	4049	NaN	Tubize	TUB
272	38789	6367	NaN	Uniao da Madeira	MAD

	id	team_fifa_api_id	team_api_id	date	buildUpPlaySpeed	buildUpPlaySpeedClass	buildUpPlayDribbling	buildUpPlayDribblingClass	buildUpPlayPassing	buildUpPlayPassingClass	buildUpPlayPositioningClass	chanceCreationPassing	chanceCreationPassingClass	chanceCreationCrossing	chanceCreationCrossingClass	chanceCreationShooting	chanceCreationShootingClass	chanceCreationPositioningClass	defencePressure	defencePressureClass	defenceAggression	defenceAggressionClass	defenceTeamWidth	defenceTeamWidthClass	defenceDefenderLineClass
0	1	434	9930	2010-02-22 00:00:00	60	Balanced	NaN	Little	50	Mixed	Organised	60	Normal	65	Normal	55	Normal	Organised	50	Medium	55	Press	45	Normal	Cover
1	2	434	9930	2014-09-19 00:00:00	52	Balanced	48.0	Normal	56	Mixed	Organised	54	Normal	63	Normal	64	Normal	Organised	47	Medium	44	Press	54	Normal	Cover
2	3	434	9930	2015-09-10 00:00:00	47	Balanced	41.0	Normal	54	Mixed	Organised	54	Normal	63	Normal	64	Normal	Organised	47	Medium	44	Press	54	Normal	Cover
3	4	77	8485	2010-02-22 00:00:00	70	Fast	NaN	Little	70	Long	Organised	70	Risky	70	Lots	70	Lots	Organised	60	Medium	70	Double	70	Wide	Cover
4	5	77	8485	2011-02-22 00:00:00	47	Balanced	NaN	Little	52	Mixed	Organised	53	Normal	48	Normal	52	Normal	Organised	47	Medium	47	Press	52	Normal	Cover
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1453	1454	15005	10000	2011-02-22 00:00:00	52	Balanced	NaN	Little	52	Mixed	Organised	52	Normal	48	Normal	53	Normal	Organised	46	Medium	48	Press	53	Normal	Cover
1454	1455	15005	10000	2012-02-22 00:00:00	54	Balanced	NaN	Little	51	Mixed	Organised	47	Normal	52	Normal	50	Normal	Organised	44	Medium	55	Press	53	Normal	Cover
1455	1456	15005	10000	2013-09-20 00:00:00	54	Balanced	NaN	Little	51	Mixed	Organised	47	Normal	52	Normal	32	Little	Organised	44	Medium	58	Press	37	Normal	Cover
1456	1457	15005	10000	2014-09-19 00:00:00	54	Balanced	42.0	Normal	51	Mixed	Organised	47	Normal	52	Normal	32	Little	Organised	44	Medium	58	Press	37	Normal	Cover
1457	1458	15005	10000	2015-09-10 00:00:00	54	Balanced	42.0	Normal	51	Mixed	Organised	47	Normal	52	Normal	32	Little	Organised	44	Medium	58	Press	37	Normal	Cover

	id	country_id	league_id	season	stage	date	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	home_player_X1	home_player_X2	home_player_X3	home_player_X4	home_player_X5	home_player_X6	home_player_X7	home_player_X8	home_player_X9	home_player_X10	home_player_X11	away_player_X1	away_player_X2	away_player_X3	away_player_X4	away_player_X5	away_player_X6	away_player_X7	away_player_X8	away_player_X9	away_player_X10	away_player_X11	home_player_Y1	home_player_Y2	home_player_Y3	home_player_Y4	home_player_Y5	home_player_Y6	home_player_Y7	home_player_Y8	home_player_Y9	home_player_Y10	home_player_Y11	away_player_Y1	away_player_Y2	away_player_Y3	away_player_Y4	away_player_Y5	away_player_Y6	away_player_Y7	away_player_Y8	away_player_Y9	away_player_Y10	away_player_Y11	home_player_1	home_player_2	home_player_3	home_player_4	home_player_5	home_player_6	home_player_7	home_player_8	home_player_9	home_player_10	home_player_11	away_player_1	away_player_2	away_player_3	away_player_4	away_player_5	away_player_6	away_player_7	away_player_8	away_player_9	away_player_10	away_player_11	goal	shoton	shotoff	foulcommit	card	cross	corner	possession	B365H	B365D	B365A	BWH	BWD	BWA	IWH	IWD	IWA	LBH	LBD	LBA	PSH	PSD	PSA	WHH	WHD	WHA	SJH	SJD	SJA	VCH	VCD	VCA	GBH	GBD	GBA	BSH	BSD	BSA
0	1	1	1	2008/2009	1	2008-08-17 00:00:00	492473	9987	9993	1	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	1.73	3.40	5.00	1.75	3.35	4.20	1.85	3.2	3.5	1.80	3.3	3.75	NaN	NaN	NaN	1.70	3.30	4.33	1.90	3.3	4.00	1.65	3.40	4.50	1.78	3.25	4.00	1.73	3.40	4.20
1	2	1	1	2008/2009	1	2008-08-16 00:00:00	492474	10000	9994	0	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	1.95	3.20	3.60	1.80	3.30	3.95	1.90	3.2	3.5	1.90	3.2	3.50	NaN	NaN	NaN	1.83	3.30	3.60	1.95	3.3	3.80	2.00	3.25	3.25	1.85	3.25	3.75	1.91	3.25	3.60
2	3	1	1	2008/2009	1	2008-08-16 00:00:00	492475	9984	8635	0	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	2.38	3.30	2.75	2.40	3.30	2.55	2.60	3.1	2.3	2.50	3.2	2.50	NaN	NaN	NaN	2.50	3.25	2.40	2.63	3.3	2.50	2.35	3.25	2.65	2.50	3.20	2.50	2.30	3.20	2.75
3	4	1	1	2008/2009	1	2008-08-17 00:00:00	492476	9991	9998	5	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	1.44	3.75	7.50	1.40	4.00	6.80	1.40	3.9	6.0	1.44	3.6	6.50	NaN	NaN	NaN	1.44	3.75	6.00	1.44	4.0	7.50	1.45	3.75	6.50	1.50	3.75	5.50	1.44	3.75	6.50
4	5	1	1	2008/2009	1	2008-08-16 00:00:00	492477	7947	9985	1	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	5.00	3.50	1.65	5.00	3.50	1.60	4.00	3.3	1.7	4.00	3.4	1.72	NaN	NaN	NaN	4.20	3.40	1.70	4.50	3.5	1.73	4.50	3.40	1.65	4.50	3.50	1.65	4.75	3.30	1.67
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
25974	25975	24558	24558	2015/2016	9	2015-09-22 00:00:00	1992091	10190	10191	1	0	1.0	2.0	4.0	6.0	8.0	4.0	6.0	3.0	5.0	7.0	5.0	1.0	2.0	4.0	6.0	8.0	4.0	6.0	3.0	5.0	7.0	5.0	1.0	3.0	3.0	3.0	3.0	6.0	6.0	8.0	8.0	8.0	11.0	1.0	3.0	3.0	3.0	3.0	6.0	6.0	8.0	8.0	8.0	11.0	42231.0	678384.0	95220.0	638592.0	413155.0	45780.0	171229.0	67333.0	119839.0	143790.0	195215.0	462944.0	563066.0	8800.0	67304.0	158253.0	133126.0	186524.0	93223.0	121115.0	232110.0	289732.0	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25975	25976	24558	24558	2015/2016	9	2015-09-23 00:00:00	1992092	9824	10199	1	2	1.0	3.0	5.0	7.0	2.0	4.0	6.0	8.0	5.0	4.0	6.0	1.0	2.0	4.0	6.0	8.0	3.0	5.0	7.0	3.0	5.0	7.0	1.0	3.0	3.0	3.0	7.0	7.0	7.0	7.0	9.0	11.0	11.0	1.0	3.0	3.0	3.0	3.0	7.0	7.0	7.0	10.0	10.0	10.0	33272.0	41621.0	25813.0	257845.0	114735.0	42237.0	113227.0	358156.0	32343.0	531309.0	37257.0	42276.0	114792.0	150007.0	178119.0	27232.0	570830.0	260708.0	201704.0	36382.0	34082.0	95257.0	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25976	25977	24558	24558	2015/2016	9	2015-09-23 00:00:00	1992093	9956	10179	2	0	1.0	2.0	4.0	6.0	8.0	4.0	6.0	3.0	5.0	7.0	5.0	1.0	2.0	4.0	6.0	8.0	4.0	6.0	3.0	5.0	7.0	5.0	1.0	3.0	3.0	3.0	3.0	6.0	6.0	8.0	8.0	8.0	11.0	1.0	3.0	3.0	3.0	3.0	6.0	6.0	8.0	8.0	8.0	11.0	157856.0	274779.0	177689.0	294256.0	42258.0	39979.0	173936.0	147959.0	451983.0	80564.0	289472.0	10637.0	67349.0	202663.0	32597.0	114794.0	188114.0	25840.0	482200.0	95230.0	451335.0	275122.0	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25977	25978	24558	24558	2015/2016	9	2015-09-22 00:00:00	1992094	7896	10243	0	0	1.0	2.0	4.0	6.0	8.0	3.0	7.0	5.0	3.0	5.0	7.0	1.0	2.0	4.0	6.0	8.0	4.0	6.0	3.0	5.0	7.0	5.0	1.0	3.0	3.0	3.0	3.0	7.0	7.0	7.0	10.0	10.0	10.0	1.0	3.0	3.0	3.0	3.0	6.0	6.0	8.0	8.0	8.0	11.0	NaN	8881.0	173534.0	39646.0	282287.0	340790.0	393337.0	8893.0	614454.0	93229.0	178142.0	274776.0	121080.0	197757.0	260964.0	231614.0	113235.0	41116.0	462608.0	42262.0	92252.0	194532.0	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25978	25979	24558	24558	2015/2016	9	2015-09-23 00:00:00	1992095	10192	9931	4	3	1.0	2.0	4.0	6.0	8.0	2.0	4.0	6.0	8.0	4.0	6.0	1.0	2.0	4.0	6.0	8.0	4.0	6.0	3.0	5.0	7.0	5.0	1.0	3.0	3.0	3.0	3.0	7.0	7.0	7.0	7.0	10.0	10.0	1.0	3.0	3.0	3.0	3.0	6.0	6.0	8.0	8.0	8.0	11.0	274787.0	492132.0	108451.0	25815.0	94553.0	384376.0	598355.0	36785.0	45174.0	302079.0	71764.0	156175.0	95216.0	172768.0	22834.0	458806.0	207234.0	25772.0	40274.0	34035.0	41726.0	527103.0	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	id	country_id	league_id	season	stage	date	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	home_player_1	home_player_2	home_player_3	home_player_4	home_player_5	home_player_6	home_player_7	home_player_8	home_player_9	home_player_10	home_player_11	away_player_1	away_player_2	away_player_3	away_player_4	away_player_5	away_player_6	away_player_7	away_player_8	away_player_9	away_player_10	away_player_11	goal	shoton	shotoff	foulcommit	card	cross	corner	possession	B365H	B365D	B365A	BWH	BWD	BWA	IWH	IWD	IWA	LBH	LBD	LBA	PSH	PSD	PSA	WHH	WHD	WHA	SJH	SJD	SJA	VCH	VCD	VCA	GBH	GBD	GBA	BSH	BSD	BSA
0	1	1	1	2008/2009	1	2008-08-17	492473	9987	9993	1	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	1.73	3.40	5.00	1.75	3.35	4.20	1.85	3.2	3.5	1.80	3.3	3.75	NaN	NaN	NaN	1.70	3.30	4.33	1.90	3.3	4.00	1.65	3.40	4.50	1.78	3.25	4.00	1.73	3.40	4.20
1	2	1	1	2008/2009	1	2008-08-16	492474	10000	9994	0	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	1.95	3.20	3.60	1.80	3.30	3.95	1.90	3.2	3.5	1.90	3.2	3.50	NaN	NaN	NaN	1.83	3.30	3.60	1.95	3.3	3.80	2.00	3.25	3.25	1.85	3.25	3.75	1.91	3.25	3.60
2	3	1	1	2008/2009	1	2008-08-16	492475	9984	8635	0	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	2.38	3.30	2.75	2.40	3.30	2.55	2.60	3.1	2.3	2.50	3.2	2.50	NaN	NaN	NaN	2.50	3.25	2.40	2.63	3.3	2.50	2.35	3.25	2.65	2.50	3.20	2.50	2.30	3.20	2.75
3	4	1	1	2008/2009	1	2008-08-17	492476	9991	9998	5	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	1.44	3.75	7.50	1.40	4.00	6.80	1.40	3.9	6.0	1.44	3.6	6.50	NaN	NaN	NaN	1.44	3.75	6.00	1.44	4.0	7.50	1.45	3.75	6.50	1.50	3.75	5.50	1.44	3.75	6.50
4	5	1	1	2008/2009	1	2008-08-16	492477	7947	9985	1	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	5.00	3.50	1.65	5.00	3.50	1.60	4.00	3.3	1.7	4.00	3.4	1.72	NaN	NaN	NaN	4.20	3.40	1.70	4.50	3.5	1.73	4.50	3.40	1.65	4.50	3.50	1.65	4.75	3.30	1.67

	id	country_id	league_id	season	stage	date	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	home_player_1	home_player_2	home_player_3	home_player_4	home_player_5	home_player_6	home_player_7	home_player_8	home_player_9	home_player_10	home_player_11	away_player_1	away_player_2	away_player_3	away_player_4	away_player_5	away_player_6	away_player_7	away_player_8	away_player_9	away_player_10	away_player_11	goal	shoton	shotoff	foulcommit	card	cross	corner	possession	B365H	B365D	B365A	BWH	BWD	BWA	IWH	IWD	IWA	LBH	LBD	LBA	PSH	PSD	PSA	WHH	WHD	WHA	SJH	SJD	SJA	VCH	VCD	VCA	GBH	GBD	GBA	BSH	BSD	BSA	league_name	country_name	match_year	home_date	away_date	home_team_fifa_api_id	home_team_long_name	home_team_short_name	home_buildUpPlaySpeed	home_buildUpPlaySpeedClass	home_buildUpPlayDribblingClass	home_buildUpPlayPassing	home_buildUpPlayPassingClass	home_buildUpPlayPositioningClass	home_chanceCreationPassing	home_chanceCreationPassingClass	home_chanceCreationCrossing	home_chanceCreationCrossingClass	home_chanceCreationShooting	home_chanceCreationShootingClass	home_chanceCreationPositioningClass	home_defencePressure	home_defencePressureClass	home_defenceAggression	home_defenceAggressionClass	home_defenceTeamWidth	home_defenceTeamWidthClass	home_defenceDefenderLineClass	home_year	home_check_date	away_team_fifa_api_id	away_team_long_name	away_team_short_name	away_buildUpPlaySpeed	away_buildUpPlaySpeedClass	away_buildUpPlayDribblingClass	away_buildUpPlayPassing	away_buildUpPlayPassingClass	away_buildUpPlayPositioningClass	away_chanceCreationPassing	away_chanceCreationPassingClass	away_chanceCreationCrossing	away_chanceCreationCrossingClass	away_chanceCreationShooting	away_chanceCreationShootingClass	away_chanceCreationPositioningClass	away_defencePressure	away_defencePressureClass	away_defenceAggression	away_defenceAggressionClass	away_defenceTeamWidth	away_defenceTeamWidthClass	away_defenceDefenderLineClass	away_year	away_check_date
0	24559	24558	24558	2008/2009	1	2008-07-18	486263	10192	9931	1	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	2008	2008-07-18	2008-07-18	900.0	BSC Young Boys	YB	55.0	Balanced	Little	55.0	Mixed	Organised	55.0	Normal	70.0	Lots	60.0	Normal	Organised	55.0	Medium	55.0	Press	60.0	Normal	Offside Trap	2010.0	2010-02-22	896.0	FC Basel	BAS	40.0	Balanced	Little	45.0	Mixed	Organised	50.0	Normal	65.0	Normal	50.0	Normal	Organised	60.0	Medium	60.0	Press	60.0	Normal	Cover	2010.0	2010-02-22
1	24560	24558	24558	2008/2009	1	2008-07-19	486264	9930	10179	3	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	2008	2008-07-19	2008-07-19	434.0	FC Aarau	AAR	60.0	Balanced	Little	50.0	Mixed	Organised	60.0	Normal	65.0	Normal	55.0	Normal	Organised	50.0	Medium	55.0	Press	45.0	Normal	Cover	2010.0	2010-02-22	110770.0	FC Sion	SIO	35.0	Balanced	Little	60.0	Mixed	Organised	50.0	Normal	60.0	Normal	60.0	Normal	Organised	35.0	Medium	40.0	Press	45.0	Normal	Offside Trap	2010.0	2010-02-22
2	24561	24558	24558	2008/2009	1	2008-07-20	486265	10199	9824	1	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	None	None	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Switzerland Super League	Switzerland	2008	2008-07-20	2008-07-20	897.0	FC Luzern	LUZ	45.0	Balanced	Little	60.0	Mixed	Organised	45.0	Normal	70.0	Lots	60.0	Normal	Organised	40.0	Medium	45.0	Press	50.0	Normal	Offside Trap	2010.0	2010-02-22	286.0	FC Vaduz	VAD	53.0	Balanced	Little	56.0	Mixed	Organised	38.0	Normal	53.0	Normal	46.0	Normal	Organised	42.0	Medium	33.0	Contain	58.0	Normal	Cover	2015.0	2015-09-10

	na_ratio
SJD	1.000000
SJH	1.000000
BSD	1.000000
BSH	1.000000
GBA	1.000000
GBD	1.000000
GBH	1.000000
SJA	1.000000
BSA	1.000000
corner	0.328924
goal	0.328924
shoton	0.328924
shotoff	0.328924
foulcommit	0.328924
card	0.328924
cross	0.328924
possession	0.328924
PSA	0.128683
PSH	0.128683
PSD	0.128683
IWH	0.127480
IWA	0.127480
IWD	0.127480
VCH	0.127180
VCD	0.127180
VCA	0.127180
LBD	0.126879
LBA	0.126879
LBH	0.126879
BWA	0.126578
BWD	0.126578
BWH	0.126578
B365A	0.126578
B365D	0.126578
B365H	0.126578
WHH	0.126278
WHD	0.126278
WHA	0.126278
diff_team_attr_mean	0.039687
diff_chanceCreationCrossing	0.039687
diff_buildUpPlaySpeed	0.039687
diff_buildUpPlayPassing	0.039687
diff_chanceCreationPassing	0.039687
diff_defencePressure	0.039687
diff_chanceCreationShooting	0.039687
diff_buildUpPlayDribblingClass	0.039687
diff_buildUpPlaySpeedClass	0.039687
diff_defenceAggression	0.039687
diff_defenceTeamWidth	0.039687
diff_defenceDefenderLineClass	0.039687
diff_defencePressureClass	0.039687
diff_buildUpPlayPassingClass	0.039687
diff_buildUpPlayPositioningClass	0.039687
diff_chanceCreationPassingClass	0.039687
diff_chanceCreationCrossingClass	0.039687
diff_chanceCreationShootingClass	0.039687
diff_chanceCreationPositioningClass	0.039687
diff_defenceAggressionClass	0.039687
diff_defenceTeamWidthClass	0.039687
away_chanceCreationShootingClass	0.020144
away_chanceCreationShooting	0.020144
away_chanceCreationCrossingClass	0.020144
away_buildUpPlayPassingClass	0.020144
away_chanceCreationCrossing	0.020144
away_defencePressure	0.020144
away_chanceCreationPassingClass	0.020144
away_chanceCreationPassing	0.020144
away_chanceCreationPositioningClass	0.020144
away_defenceTeamWidthClass	0.020144
away_defencePressureClass	0.020144
away_defenceAggression	0.020144
away_defenceAggressionClass	0.020144
away_defenceTeamWidth	0.020144
away_defenceDefenderLineClass	0.020144
home_team_attr_mean	0.020144
away_team_attr_mean	0.020144
away_buildUpPlayPositioningClass	0.020144
home_defenceTeamWidth	0.020144
away_buildUpPlayPassing	0.020144
home_chanceCreationShooting	0.020144
home_team_long_name	0.020144
home_buildUpPlaySpeed	0.020144
home_buildUpPlaySpeedClass	0.020144
home_buildUpPlayDribblingClass	0.020144
home_buildUpPlayPassing	0.020144
home_buildUpPlayPassingClass	0.020144
home_buildUpPlayPositioningClass	0.020144
home_chanceCreationPassing	0.020144
home_chanceCreationPassingClass	0.020144
away_buildUpPlayDribblingClass	0.020144
home_chanceCreationCrossingClass	0.020144
home_chanceCreationCrossing	0.020144
home_chanceCreationShootingClass	0.020144
home_defencePressure	0.020144
away_buildUpPlaySpeedClass	0.020144
away_buildUpPlaySpeed	0.020144
home_chanceCreationPositioningClass	0.020144
home_defenceDefenderLineClass	0.020144
home_defenceTeamWidthClass	0.020144
home_defenceAggressionClass	0.020144
home_defenceAggression	0.020144
home_defencePressureClass	0.020144
away_team_long_name	0.020144
away_players_attr_mean	0.000000
home_team_attr_sum	0.000000
diff_team_attr_sum	0.000000
home_players_potential	0.000000
home_players_overall_rating	0.000000
match_year	0.000000
country_name	0.000000
league_name	0.000000
away_team_goal	0.000000
home_team_goal	0.000000
away_team_api_id	0.000000
home_team_api_id	0.000000
match_api_id	0.000000
date	0.000000
stage	0.000000
season	0.000000
league_id	0.000000
away_team_attr_sum	0.000000
diff_players_attr_mean	0.000000
goal_difference	0.000000
diff_players_attr_sum	0.000000
match_result	0.000000
match_result_num	0.000000
home_team_win	0.000000
away_team_win	0.000000
away_players_attr_sum	0.000000
away_players_reactions	0.000000
away_players_potential	0.000000
away_players_overall_rating	0.000000
country_id	0.000000
home_players_attr_mean	0.000000
home_players_attr_sum	0.000000
home_players_reactions	0.000000
diff_players_overall_rating	0.000000
diff_players_potential	0.000000
diff_players_reactions	0.000000
id	0.000000

	id	country_id	league_id	season	stage	date	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	B365H	B365D	B365A	BWH	BWD	BWA	IWH	IWD	IWA	LBH	LBD	LBA	PSH	PSD	PSA	WHH	WHD	WHA	VCH	VCD	VCA	league_name	country_name	match_year	home_team_long_name	home_buildUpPlaySpeed	home_buildUpPlaySpeedClass	home_buildUpPlayDribblingClass	home_buildUpPlayPassing	home_buildUpPlayPassingClass	home_buildUpPlayPositioningClass	home_chanceCreationPassing	home_chanceCreationPassingClass	home_chanceCreationCrossing	home_chanceCreationCrossingClass	home_chanceCreationShooting	home_chanceCreationShootingClass	home_chanceCreationPositioningClass	home_defencePressure	home_defencePressureClass	home_defenceAggression	home_defenceAggressionClass	home_defenceTeamWidth	home_defenceTeamWidthClass	home_defenceDefenderLineClass	away_team_long_name	away_buildUpPlaySpeed	away_buildUpPlaySpeedClass	away_buildUpPlayDribblingClass	away_buildUpPlayPassing	away_buildUpPlayPassingClass	away_buildUpPlayPositioningClass	away_chanceCreationPassing	away_chanceCreationPassingClass	away_chanceCreationCrossing	away_chanceCreationCrossingClass	away_chanceCreationShooting	away_chanceCreationShootingClass	away_chanceCreationPositioningClass	away_defencePressure	away_defencePressureClass	away_defenceAggression	away_defenceAggressionClass	away_defenceTeamWidth	away_defenceTeamWidthClass	away_defenceDefenderLineClass	home_players_overall_rating	home_players_potential	home_players_reactions	home_players_attr_sum	home_players_attr_mean	away_players_overall_rating	away_players_potential	away_players_reactions	away_players_attr_sum	away_players_attr_mean	goal_difference	match_result	match_result_num	home_team_win	away_team_win	diff_buildUpPlaySpeed	diff_buildUpPlayPassing	diff_chanceCreationPassing	diff_chanceCreationCrossing	diff_chanceCreationShooting	diff_defencePressure	diff_defenceAggression	diff_defenceTeamWidth	diff_players_overall_rating	diff_players_potential	diff_players_reactions	diff_players_attr_sum	diff_players_attr_mean	home_team_attr_sum	away_team_attr_sum	diff_team_attr_sum	home_team_attr_mean	away_team_attr_mean	diff_team_attr_mean	diff_buildUpPlaySpeedClass	diff_buildUpPlayDribblingClass	diff_buildUpPlayPassingClass	diff_buildUpPlayPositioningClass	diff_chanceCreationPassingClass	diff_chanceCreationCrossingClass	diff_chanceCreationShootingClass	diff_chanceCreationPositioningClass	diff_defencePressureClass	diff_defenceAggressionClass	diff_defenceTeamWidthClass	diff_defenceDefenderLineClass
22666	1489	1	1	2015/2016	1	2015-07-24	1979832	9997	8342	2	1	4.33	4.00	1.70	4.50	3.80	1.72	4.20	3.50	1.80	4.50	3.80	1.73	4.90	4.09	1.72	4.00	3.75	1.75	4.40	4.0	1.75	Belgium Jupiler League	Belgium	2015	Sint-Truidense VV	52.0	Balanced	Little	55.0	Mixed	Organised	52.0	Normal	55.0	Normal	47.0	Normal	Organised	32.0	Deep	40.0	Press	41.0	Normal	Cover	Club Brugge KV	42.0	Balanced	Normal	45.0	Mixed	Organised	42.0	Normal	57.0	Normal	47.0	Normal	Organised	51.0	Medium	50.0	Press	57.0	Normal	Cover	66.454545	71.727273	58.818182	1084.727273	54.236364	71.727273	75.727273	67.545455	1221.181818	61.059091	1	home	1	1	0	10.0	10.0	10.0	-2.0	0.0	-19.0	-10.0	-16.0	-5.272727	-4.000000	-8.727273	-136.454545	-6.822727	374.0	391.0	-17.0	46.750	48.875	-2.125	0.0	-3.0	0.0	0.0	0.0	0.0	0.0	0.0	-3.0	0.0	0.0	0.0
22670	1493	1	1	2015/2016	1	2015-07-25	1979836	10000	9994	3	1	2.38	3.40	2.88	2.30	3.40	2.90	2.30	3.30	2.90	2.38	3.30	3.00	2.31	3.47	3.23	2.30	3.25	2.88	2.30	3.4	3.10	Belgium Jupiler League	Belgium	2015	SV Zulte-Waregem	54.0	Balanced	Normal	51.0	Mixed	Organised	47.0	Normal	52.0	Normal	32.0	Little	Organised	44.0	Medium	58.0	Press	37.0	Normal	Cover	Sporting Lokeren	62.0	Balanced	Normal	52.0	Mixed	Organised	42.0	Normal	50.0	Normal	62.0	Normal	Organised	45.0	Medium	52.0	Press	52.0	Normal	Cover	67.181818	69.909091	65.363636	1135.000000	56.750000	68.818182	72.454545	65.636364	1168.909091	58.445455	2	home	1	1	0	-8.0	-1.0	5.0	2.0	-30.0	-1.0	6.0	-15.0	-1.636364	-2.545455	-0.272727	-33.909091	-1.695455	375.0	417.0	-42.0	46.875	52.125	-5.250	0.0	0.0	0.0	0.0	0.0	0.0	-3.0	0.0	0.0	0.0	0.0	0.0
22673	1490	1	1	2015/2016	1	2015-07-25	1979833	8571	9985	2	1	2.60	3.40	2.60	2.50	3.25	2.75	2.60	3.20	2.60	2.62	3.30	2.60	2.69	3.42	2.73	2.50	3.25	2.62	2.70	3.4	2.63	Belgium Jupiler League	Belgium	2015	KV Kortrijk	42.0	Balanced	Normal	47.0	Mixed	Organised	37.0	Normal	67.0	Lots	30.0	Little	Organised	46.0	Medium	45.0	Press	52.0	Normal	Cover	Standard de Liège	54.0	Balanced	Normal	62.0	Mixed	Organised	55.0	Normal	58.0	Normal	60.0	Normal	Organised	45.0	Medium	54.0	Press	52.0	Normal	Cover	67.545455	69.727273	65.363636	1132.363636	56.618182	70.727273	74.272727	69.090909	1189.727273	59.486364	1	home	1	1	0	-12.0	-15.0	-18.0	9.0	-30.0	1.0	-9.0	0.0	-3.181818	-4.545455	-3.727273	-57.363636	-2.868182	366.0	440.0	-74.0	45.750	55.000	-9.250	0.0	0.0	0.0	0.0	0.0	4.0	-3.0	0.0	0.0	0.0	0.0	0.0
22674	1491	1	1	2015/2016	1	2015-07-25	1979834	9987	1773	3	1	1.62	3.75	5.50	1.62	3.75	5.50	1.60	3.70	5.40	1.60	3.75	6.00	1.60	4.20	5.96	1.62	3.80	4.80	1.60	4.1	5.50	Belgium Jupiler League	Belgium	2015	KRC Genk	58.0	Balanced	Normal	38.0	Mixed	Organised	30.0	Safe	69.0	Lots	56.0	Normal	Organised	36.0	Medium	57.0	Press	70.0	Wide	Cover	Oud-Heverlee Leuven	52.0	Balanced	Normal	50.0	Mixed	Organised	50.0	Normal	53.0	Normal	54.0	Normal	Organised	43.0	Medium	44.0	Press	50.0	Normal	Cover	70.545455	74.545455	69.000000	1168.727273	58.436364	65.636364	69.000000	63.545455	1064.181818	53.209091	2	home	1	1	0	6.0	-12.0	-20.0	16.0	2.0	-7.0	13.0	20.0	4.909091	5.545455	5.454545	104.545455	5.227273	414.0	396.0	18.0	51.750	49.500	2.250	0.0	0.0	0.0	0.0	-3.0	4.0	0.0	0.0	0.0	0.0	4.0	0.0
22675	1492	1	1	2015/2016	1	2015-07-25	1979835	8573	8203	3	1	2.50	3.30	2.80	2.50	3.30	2.70	2.50	3.30	2.65	2.50	3.25	2.80	2.55	3.34	2.96	2.45	3.10	2.80	2.50	3.3	2.88	Belgium Jupiler League	Belgium	2015	KV Oostende	52.0	Balanced	Normal	54.0	Mixed	Organised	45.0	Normal	42.0	Normal	53.0	Normal	Organised	42.0	Medium	47.0	Press	44.0	Normal	Cover	KV Mechelen	52.0	Balanced	Normal	40.0	Mixed	Organised	47.0	Normal	53.0	Normal	50.0	Normal	Organised	42.0	Medium	51.0	Press	52.0	Normal	Cover	69.636364	72.272727	68.727273	1195.727273	59.786364	68.818182	71.272727	68.090909	1185.909091	59.295455	2	home	1	1	0	0.0	14.0	-2.0	-11.0	3.0	0.0	-4.0	-8.0	0.818182	1.000000	0.636364	9.818182	0.490909	379.0	387.0	-8.0	47.375	48.375	-1.000	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
25959	13205	10257	10257	2015/2016	38	2016-05-15	2060637	8533	9857	0	0	2.15	3.40	3.40	2.10	3.25	3.50	2.20	3.20	3.20	2.10	3.40	3.40	2.13	3.56	3.70	2.10	3.50	3.20	2.15	3.4	3.60	Italy Serie A	Italy	2016	Chievo Verona	66.0	Balanced	Normal	67.0	Long	Organised	52.0	Normal	66.0	Normal	52.0	Normal	Organised	46.0	Medium	59.0	Press	51.0	Normal	Cover	Bologna	63.0	Balanced	Normal	48.0	Mixed	Organised	32.0	Safe	48.0	Normal	52.0	Normal	Organised	30.0	Deep	54.0	Press	48.0	Normal	Cover	72.545455	73.818182	68.727273	1213.909091	60.695455	72.818182	75.000000	69.545455	1205.636364	60.281818	0	draw	0	0	0	3.0	19.0	20.0	18.0	0.0	16.0	5.0	3.0	-0.272727	-1.181818	-0.818182	8.272727	0.413636	459.0	375.0	84.0	57.375	46.875	10.500	0.0	0.0	4.0	0.0	3.0	0.0	0.0	0.0	3.0	0.0	0.0	0.0
25960	19634	17642	17642	2015/2016	34	2016-05-15	2016109	8348	10212	2	1	2.05	3.50	3.50	2.10	3.40	3.20	2.10	3.30	3.10	2.10	3.50	3.30	2.17	3.71	3.39	2.15	3.30	3.10	2.10	3.5	3.25	Portugal Liga ZON Sagres	Portugal	2016	Moreirense FC	38.0	Balanced	Normal	43.0	Mixed	Organised	51.0	Normal	54.0	Normal	39.0	Normal	Organised	44.0	Medium	46.0	Press	48.0	Normal	Cover	CS Marítimo	61.0	Balanced	Normal	66.0	Mixed	Organised	67.0	Risky	64.0	Normal	55.0	Normal	Organised	38.0	Medium	49.0	Press	46.0	Normal	Cover	67.900000	70.300000	66.600000	1189.400000	59.470000	65.600000	68.500000	63.200000	1077.600000	53.880000	1	home	1	1	0	-23.0	-23.0	-16.0	-10.0	-16.0	6.0	-3.0	2.0	2.300000	1.800000	3.400000	111.800000	5.590000	363.0	446.0	-83.0	45.375	55.750	-10.375	0.0	0.0	0.0	0.0	-4.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
25961	4699	1729	1729	2015/2016	38	2016-05-15	1987597	9825	10252	4	0	1.17	9.00	17.00	1.16	7.00	16.00	1.17	6.50	14.00	1.15	9.00	19.00	1.17	9.35	18.00	1.14	7.50	19.00	1.15	9.0	21.00	England Premier League	England	2016	Arsenal	59.0	Balanced	Normal	30.0	Short	Organised	28.0	Safe	44.0	Normal	46.0	Normal	Free Form	51.0	Medium	44.0	Press	52.0	Normal	Cover	Aston Villa	63.0	Balanced	Normal	54.0	Mixed	Organised	60.0	Normal	48.0	Normal	38.0	Normal	Organised	35.0	Medium	44.0	Press	54.0	Normal	Cover	82.363636	84.181818	81.090909	1342.909091	67.145455	71.545455	75.000000	68.000000	1212.636364	60.631818	4	home	1	1	0	-4.0	-24.0	-32.0	-4.0	8.0	16.0	0.0	-2.0	10.818182	9.181818	13.090909	130.272727	6.513636	354.0	396.0	-42.0	44.250	49.500	-5.250	0.0	0.0	-3.0	0.0	-3.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0
25962	4701	1729	1729	2015/2016	38	2016-05-15	1987599	8668	9850	3	0	1.80	4.00	4.50	1.75	3.80	4.33	1.85	3.45	4.00	1.80	4.20	4.20	1.75	4.33	4.58	1.75	3.75	4.50	1.80	3.9	4.60	England Premier League	England	2016	Everton	43.0	Balanced	Normal	40.0	Mixed	Organised	39.0	Normal	33.0	Little	63.0	Normal	Organised	52.0	Medium	58.0	Press	59.0	Normal	Cover	Norwich City	45.0	Balanced	Normal	55.0	Mixed	Organised	46.0	Normal	54.0	Normal	47.0	Normal	Organised	38.0	Medium	39.0	Press	51.0	Normal	Cover	75.400000	80.500000	72.200000	1238.000000	61.900000	73.363636	74.454545	71.181818	1230.181818	61.509091	3	home	1	1	0	-2.0	-15.0	-7.0	-21.0	16.0	14.0	19.0	8.0	2.036364	6.045455	1.018182	7.818182	0.390909	387.0	375.0	12.0	48.375	46.875	1.500	0.0	0.0	0.0	0.0	0.0	-3.0	0.0	0.0	0.0	0.0	0.0	0.0
25968	4702	1729	1729	2015/2016	38	2016-05-17	1987600	10260	8678	3	1	1.67	4.20	5.25	1.67	4.00	5.00	1.70	3.70	4.50	1.65	3.80	5.25	1.67	4.13	5.61	1.67	4.00	4.75	1.67	4.1	5.20	England Premier League	England	2016	Manchester United	38.0	Balanced	Normal	44.0	Mixed	Organised	49.0	Normal	44.0	Normal	40.0	Normal	Organised	54.0	Medium	53.0	Press	56.0	Normal	Cover	Bournemouth	47.0	Balanced	Normal	47.0	Mixed	Organised	49.0	Normal	45.0	Normal	47.0	Normal	Organised	48.0	Medium	50.0	Press	62.0	Normal	Cover	78.363636	82.818182	78.090909	1323.545455	66.177273	72.000000	73.818182	66.545455	1196.818182	59.840909	2	home	1	1	0	-9.0	-3.0	0.0	-1.0	-7.0	6.0	3.0	-6.0	6.363636	9.000000	11.545455	126.727273	6.336364	378.0	395.0	-17.0	47.250	49.375	-2.125	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

	id	country_id	league_id	season	stage	date	match_api_id	home_team_api_id	away_team_api_id	home_team_goal	away_team_goal	B365H	B365D	B365A	BWH	BWD	BWA	IWH	IWD	IWA	LBH	LBD	LBA	PSH	PSD	PSA	WHH	WHD	WHA	VCH	VCD	VCA	league_name	country_name	match_year	home_team_long_name	home_buildUpPlaySpeed	home_buildUpPlaySpeedClass	home_buildUpPlayDribblingClass	home_buildUpPlayPassing	home_buildUpPlayPassingClass	home_buildUpPlayPositioningClass	home_chanceCreationPassing	home_chanceCreationPassingClass	home_chanceCreationCrossing	home_chanceCreationCrossingClass	home_chanceCreationShooting	home_chanceCreationShootingClass	home_chanceCreationPositioningClass	home_defencePressure	home_defencePressureClass	home_defenceAggression	home_defenceAggressionClass	home_defenceTeamWidth	home_defenceTeamWidthClass	home_defenceDefenderLineClass	away_team_long_name	away_buildUpPlaySpeed	away_buildUpPlaySpeedClass	away_buildUpPlayDribblingClass	away_buildUpPlayPassing	away_buildUpPlayPassingClass	away_buildUpPlayPositioningClass	away_chanceCreationPassing	away_chanceCreationPassingClass	away_chanceCreationCrossing	away_chanceCreationCrossingClass	away_chanceCreationShooting	away_chanceCreationShootingClass	away_chanceCreationPositioningClass	away_defencePressure	away_defencePressureClass	away_defenceAggression	away_defenceAggressionClass	away_defenceTeamWidth	away_defenceTeamWidthClass	away_defenceDefenderLineClass	home_players_overall_rating	home_players_potential	home_players_reactions	home_players_attr_sum	home_players_attr_mean	away_players_overall_rating	away_players_potential	away_players_reactions	away_players_attr_sum	away_players_attr_mean	goal_difference	match_result	match_result_num	away_team_win	diff_buildUpPlaySpeed	diff_buildUpPlayPassing	diff_chanceCreationPassing	diff_chanceCreationCrossing	diff_chanceCreationShooting	diff_defencePressure	diff_defenceAggression	diff_defenceTeamWidth	diff_players_overall_rating	diff_players_potential	diff_players_reactions	diff_players_attr_sum	diff_players_attr_mean	home_team_attr_sum	away_team_attr_sum	diff_team_attr_sum	home_team_attr_mean	away_team_attr_mean	diff_team_attr_mean	diff_buildUpPlaySpeedClass	diff_buildUpPlayDribblingClass	diff_buildUpPlayPositioningClass	diff_chanceCreationPassingClass	diff_chanceCreationCrossingClass	diff_chanceCreationShootingClass	diff_chanceCreationPositioningClass
22653	17403	15722	15722	2015/2016	1	2015-07-17	1994616	8030	2186	0	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Poland Ekstraklasa	Poland	2015	Lechia Gdańsk	62.0	Balanced	Normal	52.0	Mixed	Free Form	66.0	Normal	59.0	Normal	58.0	Normal	Organised	51.0	Medium	58.0	Press	40.0	Normal	Cover	Cracovia	37.0	Balanced	Normal	38.0	Mixed	Organised	66.0	Normal	66.0	Normal	33.0	Little	Organised	59.0	Medium	34.0	Press	64.0	Normal	Cover	65.000000	70.545455	59.090909	1103.727273	55.186364	62.000000	64.363636	55.454545	1058.636364	52.931818	-1	away	-1	1	25.0	14.0	0.0	-7.0	25.0	-8.0	24.0	-24.0	3.000000	6.181818	3.636364	45.090909	2.254545	446.0	397.0	49.0	55.75	49.625	6.125	0.0	0.0	1.0	0.0	0.0	3.0	0.0
22654	17409	15722	15722	2015/2016	1	2015-07-17	1994622	10265	8020	1	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Poland Ekstraklasa	Poland	2015	Wisła Kraków	33.0	Slow	Normal	37.0	Mixed	Free Form	33.0	Safe	37.0	Normal	31.0	Little	Free Form	62.0	Medium	58.0	Press	37.0	Normal	Cover	Polonia Bytom	46.0	Balanced	Little	38.0	Mixed	Organised	36.0	Normal	33.0	Little	53.0	Normal	Organised	53.0	Medium	54.0	Press	55.0	Normal	Cover	65.454545	67.181818	62.818182	1100.272727	55.013636	63.272727	64.181818	58.181818	1067.272727	53.363636	0	draw	0	0	-13.0	-1.0	-3.0	4.0	-22.0	9.0	4.0	-18.0	2.181818	3.000000	4.636364	33.000000	1.650000	328.0	368.0	-40.0	41.00	46.000	-5.000	-7.0	3.0	1.0	-3.0	3.0	-3.0	1.0
22655	17402	15722	15722	2015/2016	1	2015-07-18	1994615	2182	8023	1	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Poland Ekstraklasa	Poland	2015	Lech Poznań	57.0	Balanced	Normal	40.0	Mixed	Free Form	59.0	Normal	70.0	Lots	67.0	Lots	Free Form	50.0	Medium	58.0	Press	45.0	Normal	Cover	Pogoń Szczecin	50.0	Balanced	Little	36.0	Mixed	Organised	52.0	Normal	40.0	Normal	52.0	Normal	Organised	57.0	Medium	54.0	Press	47.0	Normal	Cover	67.090909	70.727273	64.636364	1153.181818	57.659091	63.800000	66.600000	58.500000	1054.900000	52.745000	-1	away	-1	1	7.0	4.0	7.0	30.0	15.0	-7.0	4.0	-2.0	3.290909	4.127273	6.136364	98.281818	4.914091	446.0	388.0	58.0	55.75	48.500	7.250	0.0	3.0	1.0	0.0	4.0	4.0	1.0

	corr_with_match_result_num	abs_corr
diff_players_overall_rating	0.336249	0.336249
diff_players_potential	0.318307	0.318307
diff_players_attr_sum	0.308239	0.308239
diff_players_attr_mean	0.307078	0.307078
diff_players_reactions	0.304138	0.304138
home_players_potential	0.182241	0.182241
home_players_attr_sum	0.178036	0.178036
home_players_attr_mean	0.177316	0.177316
diff_defencePressure	0.176659	0.176659
diff_defenceAggression	0.173627	0.173627
home_players_overall_rating	0.172158	0.172158
home_players_reactions	0.161089	0.161089

	v_cramer_with_target
season	inf
away_team_long_name	1.562342
home_team_long_name	1.491806
league_name	0.617249
country_name	0.617249
match_year	0.503101
away_chanceCreationPassingClass	0.385535
home_chanceCreationPassingClass	0.373100
away_chanceCreationCrossingClass	0.366285
home_buildUpPlayDribblingClass	0.363381
away_chanceCreationShootingClass	0.362388
home_buildUpPlaySpeedClass	0.357908
home_chanceCreationShootingClass	0.354364
away_buildUpPlayDribblingClass	0.353542
away_buildUpPlayPassingClass	0.345883
home_buildUpPlayPositioningClass	0.341854
away_buildUpPlaySpeedClass	0.338517
away_chanceCreationPositioningClass	0.337166
home_chanceCreationCrossingClass	0.327790
home_buildUpPlayPassingClass	0.323064
away_defencePressureClass	0.315685
home_defencePressureClass	0.312431
away_buildUpPlayPositioningClass	0.308024
home_chanceCreationPositioningClass	0.304389
away_defenceAggressionClass	0.299542
home_defenceAggressionClass	0.290011
away_defenceTeamWidthClass	0.286918
away_defenceDefenderLineClass	0.285473
home_defenceTeamWidthClass	0.284861
home_defenceDefenderLineClass	0.277558

	diff_players_overall_rating	diff_players_attr_sum	diff_players_reactions	home_players_attr_sum	diff_defencePressure	diff_defenceAggression	home_players_overall_rating
count	2.328000e+03	2.328000e+03	2.328000e+03	2.328000e+03	2.328000e+03	2.328000e+03	2.328000e+03
mean	1.526080e-17	-3.052160e-17	-9.156479e-18	1.143034e-15	1.526080e-18	6.104319e-18	-1.938121e-16
std	1.000215e+00	1.000215e+00	1.000215e+00	1.000215e+00	1.000215e+00	1.000215e+00	1.000215e+00
min	-3.096674e+00	-3.253821e+00	-2.811076e+00	-2.758238e+00	-2.850259e+00	-3.026146e+00	-2.383947e+00
25%	-6.408990e-01	-6.355481e-01	-6.748486e-01	-6.730469e-01	-6.467009e-01	-6.419990e-01	-6.888440e-01
50%	1.265407e-02	1.157822e-02	2.610120e-02	1.880389e-02	6.205132e-03	2.556198e-02	9.351097e-02
75%	6.464025e-01	6.534515e-01	6.769831e-01	7.054062e-01	6.591112e-01	6.931230e-01	6.802772e-01
max	3.280419e+00	3.218943e+00	3.096929e+00	2.941277e+00	3.270736e+00	2.981904e+00	2.636165e+00

	comb_number	combination	model	accuracy	recall	precision	f1_score
0	2	['diff_players_overall_rating', 'diff_players_...	Log_reg	0.636273	0.636273	0.632472	0.631277
1	2	['diff_players_overall_rating', 'diff_players_...	decision_tree	0.534068	0.534068	0.537996	0.535453
2	2	['diff_players_overall_rating', 'diff_players_...	Log_reg	0.636273	0.636273	0.632379	0.630658
3	2	['diff_players_overall_rating', 'diff_players_...	decision_tree	0.545090	0.545090	0.544640	0.544856
4	2	['diff_players_overall_rating', 'home_players_...	Log_reg	0.638277	0.638277	0.634427	0.631825
...	...	...	...	...	...	...	...
6911	5	['home_chanceCreationPassingClass', 'away_chan...	decision_tree	0.550100	0.550100	0.525258	0.500199
6912	5	['home_chanceCreationPassingClass', 'home_buil...	Log_reg	0.564128	0.564128	0.545460	0.492484
6913	5	['home_chanceCreationPassingClass', 'home_buil...	decision_tree	0.563126	0.563126	0.544458	0.507440
6914	5	['away_chanceCreationCrossingClass', 'home_bui...	Log_reg	0.558116	0.558116	0.533648	0.487389
6915	5	['away_chanceCreationCrossingClass', 'home_bui...	decision_tree	0.566132	0.566132	0.549385	0.508828

	home_team_win	diff_players_overall_rating	diff_players_attr_sum	diff_players_reactions	home_players_attr_sum	diff_defencePressure	diff_defenceAggression	home_players_overall_rating	away_chanceCreationCrossingClass	home_buildUpPlayDribblingClass	away_chanceCreationShootingClass	home_buildUpPlaySpeedClass	home_chanceCreationShootingClass
25090	1	0.545455	-2.090909	-0.272727	1280.818182	0.0	4.0	76.545455	2.0	2.0	2.0	2.0	2.0
25377	0	4.818182	104.727273	7.545455	1177.454545	5.0	3.0	68.727273	2.0	2.0	2.0	0.0	1.0
24668	1	-4.909091	-48.363636	-4.090909	1219.909091	11.0	8.0	71.181818	2.0	2.0	2.0	0.0	2.0
25287	0	1.636364	4.636364	5.818182	1042.636364	1.0	-5.0	64.727273	2.0	2.0	2.0	0.0	2.0
22951	1	3.363636	35.000000	2.636364	1031.545455	-16.0	-2.0	63.909091	2.0	2.0	2.0	0.0	2.0

	home_team_win	diff_players_overall_rating	diff_players_attr_sum	diff_players_reactions	home_players_attr_sum	diff_defencePressure	diff_defenceAggression	home_players_overall_rating	away_chanceCreationCrossingClass	home_buildUpPlayDribblingClass	away_chanceCreationShootingClass	home_buildUpPlaySpeedClass	home_chanceCreationShootingClass
25090	1	0.111677	-0.048957	-0.057345	0.909621	0.006205	0.407025	0.843268	2.0	2.0	2.0	2.0	2.0
25377	0	1.042495	1.126727	1.377933	-0.175391	0.414271	0.311660	-0.558452	2.0	2.0	2.0	0.0	1.0
24668	1	-1.076601	-0.558253	-0.758295	0.270256	0.903951	0.788489	-0.118377	2.0	2.0	2.0	0.0	2.0

	comb_number	combination	model	accuracy	recall	precision	f1_score
3800	5	['diff_players_overall_rating', 'home_players_...	Log_reg	0.664329	0.664329	0.661649	0.659341
4122	5	['diff_players_overall_rating', 'diff_defenceA...	Log_reg	0.663327	0.663327	0.660645	0.658032
1320	4	['diff_players_overall_rating', 'diff_defenceA...	Log_reg	0.661323	0.661323	0.658580	0.655796
4530	5	['diff_players_attr_sum', 'diff_players_reacti...	Log_reg	0.661323	0.661323	0.659027	0.654079
4436	5	['diff_players_attr_sum', 'diff_players_reacti...	Log_reg	0.661323	0.661323	0.658950	0.654305
...	...	...	...	...	...	...	...
6059	5	['home_players_attr_sum', 'diff_defencePressur...	decision_tree	0.497996	0.497996	0.497871	0.497933
6281	5	['home_players_attr_sum', 'home_players_overal...	decision_tree	0.494990	0.494990	0.495241	0.495113
6433	5	['diff_defencePressure', 'diff_defenceAggressi...	decision_tree	0.490982	0.490982	0.492984	0.491859
2493	4	['diff_defencePressure', 'diff_defenceAggressi...	decision_tree	0.490982	0.490982	0.495435	0.492576
6279	5	['home_players_attr_sum', 'home_players_overal...	decision_tree	0.488978	0.488978	0.487696	0.488289

	0	1
0	home_Olympique de Marseille	home_SV Zulte-Waregem
1	home_Olympique de Marseille	home_SV Werder Bremen
2	home_Olympique de Marseille	home_VfB Stuttgart
3	home_Olympique de Marseille	home_Atlético Madrid
4	home_Olympique de Marseille	home_Ajax
...	...	...
67523	away_Atalanta	away_Juventus
67524	away_Atalanta	away_Southampton
67525	away_Stoke City	away_Juventus
67526	away_Stoke City	away_Southampton
67527	away_Juventus	away_Southampton

	position_1	team_1	position_2	team_2
0	home	Olympique de Marseille	home	SV Zulte-Waregem
1	home	Olympique de Marseille	home	SV Werder Bremen
2	home	Olympique de Marseille	home	VfB Stuttgart
3	home	Olympique de Marseille	home	Atlético Madrid
4	home	Olympique de Marseille	home	Ajax
...	...	...	...	...
67523	away	Atalanta	away	Juventus
67524	away	Atalanta	away	Southampton
67525	away	Stoke City	away	Juventus
67526	away	Stoke City	away	Southampton
67527	away	Juventus	away	Southampton

	home_team_long_name	home_players_overall_rating	home_players_attr_sum	home_defenceAggression
0	1. FC Köln	75.197861	1229.882353	56.0
1	1. FSV Mainz 05	74.481283	1221.844920	62.0
2	ADO Den Haag	69.486631	1141.064171	50.0
3	AS Monaco	77.043062	1258.669856	62.0
4	AS Saint-Étienne	75.541148	1279.619139	51.0
5	AZ	70.679144	1189.465241	61.0
6	Aberdeen	67.550239	1115.258373	45.0
7	Académica de Coimbra	68.786096	1144.331551	38.0
8	Ajax	76.144385	1274.283422	53.0
9	Angers SCO	69.799043	1135.038278	44.0
10	Arsenal	81.258373	1319.622010	44.0
11	Aston Villa	74.818182	1257.971292	44.0
12	Atalanta	73.703349	1198.665072	63.0
13	Athletic Club de Bilbao	78.665072	1309.918660	57.0
14	Atlético Madrid	80.545455	1323.339713	42.0
15	BSC Young Boys	68.671717	1164.944444	34.0
16	Bayer 04 Leverkusen	78.010695	1268.229947	72.0
17	Boavista FC	68.491979	1110.336898	62.0
18	Bologna	72.894737	1163.267943	54.0
19	Borussia Dortmund	80.668449	1340.053476	71.0
20	Borussia Mönchengladbach	76.374332	1269.417112	48.0
21	Bournemouth	72.172249	1200.913876	50.0
22	CD Nacional	69.465241	1127.850267	42.0
23	CF Os Belenenses	71.310160	1200.989305	48.0
24	CS Marítimo	68.812834	1137.593583	49.0
25	Carpi	70.918660	1148.063158	55.0
26	Celtic	70.808612	1166.177033	55.0
27	Chelsea	82.559809	1342.435407	41.0
28	Chievo Verona	73.923445	1214.540670	59.0
29	Club Brugge KV	72.654545	1238.430303	50.0
30	Cracovia	64.272727	1090.709091	34.0
31	Crystal Palace	75.732057	1255.631579	34.0
32	De Graafschap	65.626738	1104.604278	43.0
33	Dundee FC	61.682828	997.599203	44.0
34	Dundee United	63.346890	1049.809091	42.0
35	ES Troyes AC	68.234450	1133.177033	42.0
36	Eintracht Frankfurt	74.491979	1251.695187	42.0
37	Empoli	72.162679	1175.449761	66.0
38	En Avant de Guingamp	72.306220	1173.114833	47.0
39	Estoril Praia	71.224599	1164.582888	49.0
40	Everton	77.671770	1287.770335	58.0
41	Excelsior	66.850267	1115.069519	41.0
42	FC Arouca	69.462567	1139.464171	39.0
43	FC Augsburg	74.427807	1251.069519	50.0
44	FC Barcelona	85.014354	1417.397129	65.0
45	FC Basel	72.146465	1215.575758	58.0
46	FC Bayern Munich	84.122995	1410.823529	53.0
47	FC Groningen	70.796791	1181.048128	47.0
48	FC Ingolstadt 04	71.310160	1182.187166	48.0
49	FC Lorient	72.110048	1169.153110	56.0
50	FC Luzern	64.606061	1118.944444	53.0
51	FC Nantes	72.386603	1169.373684	41.0
52	FC Paços de Ferreira	69.940107	1133.853476	39.0
53	FC Porto	78.245989	1326.219251	60.0
54	FC Schalke 04	77.663102	1309.235294	59.0
55	FC Sion	67.686869	1179.017172	47.0
56	FC St. Gallen	63.378788	1071.378788	36.0
57	FC Thun	61.353535	1058.116162	45.0
58	FC Twente	68.534759	1146.443850	41.0
59	FC Utrecht	69.668449	1178.058824	58.0
60	FC Vaduz	61.181818	1081.000000	33.0
61	FC Zürich	64.136364	1067.398990	43.0
62	Feyenoord	74.668449	1272.882353	46.0
63	Fiorentina	76.961722	1275.789474	59.0
64	Frosinone	68.550239	1092.296651	57.0
65	GFC Ajaccio	68.114833	1143.239234	46.0
66	Genoa	74.387560	1174.430622	47.0
67	Getafe CF	74.643541	1258.590909	42.0
68	Girondins de Bordeaux	73.119617	1229.248804	52.0
69	Granada CF	73.583732	1237.540670	45.0
70	Grasshopper Club Zürich	66.515152	1123.146465	43.0
71	Górnik Łęczna	60.363636	1022.169697	47.0
72	Hamburger SV	74.631016	1238.893048	41.0
73	Hamilton Academical FC	60.057416	964.157895	48.0
74	Hannover 96	73.572193	1207.711230	50.0
75	Heart of Midlothian	64.190909	1063.995215	52.0
76	Hellas Verona	72.435407	1195.631579	59.0
77	Heracles Almelo	68.647059	1151.304813	62.0
78	Hertha BSC Berlin	74.791444	1215.106952	45.0
79	Inter	79.146890	1304.273206	49.0
80	Inverness Caledonian Thistle	62.763158	1034.469378	44.0
81	Jagiellonia Białystok	66.046667	1103.500606	56.0
82	Juventus	82.191388	1355.277512	65.0
83	KAA Gent	72.927273	1246.175758	54.0
84	KRC Genk	70.503030	1162.012121	57.0
85	KV Kortrijk	67.836364	1138.351515	45.0
86	KV Mechelen	68.684848	1175.248485	51.0
87	KV Oostende	69.872727	1195.709091	47.0
88	KVC Westerlo	66.896970	1128.109091	45.0
89	Kilmarnock	62.801435	1033.085167	46.0
90	Korona Kielce	62.429697	1039.329697	43.0
91	LOSC Lille	74.492823	1240.669856	42.0
92	Lazio	77.789474	1305.377990	66.0
93	Lech Poznań	68.909091	1161.915152	58.0
94	Lechia Gdańsk	66.212121	1105.975758	58.0
95	Legia Warszawa	68.890909	1188.072727	60.0
96	Leicester City	74.578947	1236.444976	65.0
97	Levante UD	74.354067	1249.550239	33.0
98	Liverpool	78.502392	1291.387560	52.0
99	Manchester City	82.019139	1354.555024	47.0
100	Manchester United	80.019139	1337.177033	53.0
101	Milan	77.244498	1299.799043	57.0
102	Montpellier Hérault SC	72.607656	1215.282297	56.0
103	Moreirense FC	70.138503	1182.761497	46.0
104	Motherwell	61.727273	1006.966507	44.0
105	Málaga CF	75.545455	1240.971292	37.0
106	N.E.C.	67.556150	1096.272193	48.0
107	Napoli	79.966507	1293.732057	57.0
108	Newcastle United	75.363636	1268.186603	39.0
109	Norwich City	73.397129	1228.813397	39.0
110	OGC Nice	73.358852	1262.239234	47.0
111	Olympique Lyonnais	77.698565	1324.363636	47.0
112	Olympique de Marseille	76.349282	1236.086124	48.0
113	Oud-Heverlee Leuven	66.406061	1099.076364	44.0
114	PEC Zwolle	68.807487	1144.796791	60.0
115	PSV	76.598930	1273.657754	40.0
116	Palermo	72.316746	1192.317703	58.0
117	Paris Saint-Germain	82.028708	1381.277512	53.0
118	Partick Thistle F.C.	63.005263	1013.106699	46.0
119	Piast Gliwice	64.539394	1055.515152	45.0
120	Podbeskidzie Bielsko-Biała	62.201818	1051.884242	35.0
121	Pogoń Szczecin	66.022424	1094.449697	54.0
122	Polonia Bytom	63.707879	1070.796970	54.0
123	RC Celta de Vigo	76.617225	1259.760766	55.0
124	RC Deportivo de La Coruña	75.258373	1258.971292	50.0
125	RCD Espanyol	74.129665	1211.691388	40.0
126	RSC Anderlecht	73.975758	1281.084848	50.0
127	Rayo Vallecano	73.650718	1207.052632	52.0
128	Real Betis Balompié	74.866029	1231.124402	49.0
129	Real Madrid CF	84.090909	1414.100478	60.0
130	Real Sociedad	76.435407	1257.191388	53.0
131	Real Sporting de Gijón	73.647847	1229.891388	54.0
132	Rio Ave FC	71.572193	1187.786096	48.0
133	Roda JC Kerkrade	66.939037	1140.891444	37.0
134	Roma	79.631579	1304.737321	57.0
135	Ross County FC	62.248804	1011.478469	53.0
136	Royal Excel Mouscron	66.096970	1086.769697	45.0
137	Ruch Chorzów	63.030303	1032.418182	44.0
138	SC Bastia	70.186603	1146.880383	55.0
139	SC Braga	73.593583	1198.368984	56.0
140	SC Cambuur	65.994652	1131.989305	49.0
141	SC Heerenveen	70.251872	1151.476471	44.0
142	SD Eibar	72.497608	1205.808612	56.0
143	SL Benfica	78.121925	1321.310695	57.0
144	SM Caen	71.936842	1177.782775	42.0
145	SV Darmstadt 98	71.454545	1171.427807	56.0
146	SV Werder Bremen	73.972727	1227.032086	47.0
147	SV Zulte-Waregem	67.709091	1141.490909	58.0
148	Sampdoria	74.566986	1250.345933	51.0
149	Sassuolo	74.066986	1206.492823	47.0
150	Sevilla FC	78.521531	1308.344498	48.0
151	Sint-Truidense VV	66.539394	1100.739394	40.0
152	Southampton	76.502392	1273.478469	65.0
153	Sporting CP	77.737968	1312.368984	60.0
154	Sporting Charleroi	68.872727	1116.945455	48.0
155	Sporting Lokeren	69.139394	1175.224242	52.0
156	St. Johnstone FC	64.397129	1047.406699	48.0
157	Stade Rennais FC	74.311005	1229.521531	44.0
158	Stade de Reims	71.917703	1170.699522	44.0
159	Standard de Liège	70.351515	1183.496970	54.0
160	Stoke City	76.684211	1290.162679	37.0
161	Sunderland	75.239234	1241.641148	45.0
162	Swansea City	76.741627	1244.076555	47.0
163	TSG 1899 Hoffenheim	75.342246	1250.010695	61.0
164	Torino	76.334928	1224.430622	46.0
165	Tottenham Hotspur	79.164593	1342.435407	54.0
166	Toulouse FC	72.516746	1257.301435	45.0
167	UD Las Palmas	72.030622	1189.733014	39.0
168	Udinese	75.038278	1246.224880	57.0
169	Valencia CF	78.789474	1325.626794	45.0
170	VfB Stuttgart	75.106952	1253.604278	44.0
171	VfL Wolfsburg	79.320856	1339.577540	46.0
172	Villarreal CF	78.009569	1294.923445	48.0
173	Vitesse	70.791444	1171.417112	58.0
174	Vitória Guimarães	71.299465	1181.219251	40.0
175	Vitória Setúbal	69.545455	1146.561497	37.0
176	Waasland-Beveren	65.527273	1137.030303	32.0
177	Watford	74.095694	1222.775120	52.0
178	West Bromwich Albion	74.746411	1233.473684	40.0
179	West Ham United	76.242105	1258.988995	37.0
180	Willem II	68.342246	1138.358289	45.0
181	Wisła Kraków	64.790303	1096.178182	58.0
182	Zagłębie Lubin	62.317576	1037.314545	38.0
183	Śląsk Wrocław	65.487273	1100.555152	55.0

	away_team_long_name	away_players_overall_rating	away_players_attr_sum	away_defenceAggression
0	1. FC Köln	75.160428	1233.679144	56.0
1	1. FSV Mainz 05	74.550802	1217.823529	62.0
2	ADO Den Haag	69.486631	1143.604278	50.0
3	AS Monaco	76.325359	1239.014354	62.0
4	AS Saint-Étienne	75.466507	1278.286124	51.0
5	AZ	70.925134	1190.743316	61.0
6	Aberdeen	67.550239	1106.497608	45.0
7	Académica de Coimbra	68.839037	1148.662567	38.0
8	Ajax	76.042781	1275.144385	53.0
9	Angers SCO	70.110048	1135.000000	44.0
10	Arsenal	81.138756	1316.392344	44.0
11	Aston Villa	74.645933	1256.583732	44.0
12	Atalanta	73.200957	1196.148325	63.0
13	Athletic Club de Bilbao	78.516746	1295.272727	57.0
14	Atlético Madrid	80.722488	1327.320574	42.0
15	BSC Young Boys	68.641414	1159.343434	34.0
16	Bayer 04 Leverkusen	77.775401	1259.053476	72.0
17	Boavista FC	68.791444	1116.518717	62.0
18	Bologna	72.511962	1161.808612	54.0
19	Borussia Dortmund	80.085561	1326.754011	71.0
20	Borussia Mönchengladbach	76.406417	1270.823529	48.0
21	Bournemouth	72.196172	1200.492823	50.0
22	CD Nacional	69.519786	1131.178610	42.0
23	CF Os Belenenses	71.267380	1186.465241	48.0
24	CS Marítimo	68.425668	1130.821390	49.0
25	Carpi	70.738278	1135.438278	55.0
26	Celtic	70.650718	1175.947368	55.0
27	Chelsea	82.334928	1345.435407	41.0
28	Chievo Verona	73.985646	1210.186603	59.0
29	Club Brugge KV	72.642424	1242.496970	50.0
30	Cracovia	64.278788	1088.866667	34.0
31	Crystal Palace	75.473684	1257.933014	34.0
32	De Graafschap	65.565122	1098.283541	43.0
33	Dundee FC	61.769910	1002.471611	44.0
34	Dundee United	63.205742	1047.876077	42.0
35	ES Troyes AC	67.832536	1129.138756	42.0
36	Eintracht Frankfurt	74.636364	1251.957219	42.0
37	Empoli	72.114833	1172.564593	66.0
38	En Avant de Guingamp	71.913876	1167.066986	47.0
39	Estoril Praia	71.272727	1158.320856	49.0
40	Everton	78.004785	1296.741627	58.0
41	Excelsior	66.834225	1112.759358	41.0
42	FC Arouca	69.679679	1146.664171	39.0
43	FC Augsburg	74.459893	1253.352941	50.0
44	FC Barcelona	85.124402	1422.669856	65.0
45	FC Basel	71.439394	1203.570707	58.0
46	FC Bayern Munich	83.828877	1415.732620	53.0
47	FC Groningen	70.647059	1172.208556	47.0
48	FC Ingolstadt 04	71.165775	1178.181818	48.0
49	FC Lorient	71.856459	1161.765550	56.0
50	FC Luzern	64.631313	1118.747475	53.0
51	FC Nantes	72.654067	1177.668421	41.0
52	FC Paços de Ferreira	69.563636	1120.758824	39.0
53	FC Porto	78.213904	1329.417112	60.0
54	FC Schalke 04	77.593583	1311.288770	59.0
55	FC Sion	67.539394	1175.711616	47.0
56	FC St. Gallen	63.378788	1072.176768	36.0
57	FC Thun	61.277778	1054.277778	45.0
58	FC Twente	68.967914	1156.342246	41.0
59	FC Utrecht	69.459893	1176.620321	58.0
60	FC Vaduz	60.863636	1071.994949	33.0
61	FC Zürich	64.358586	1065.676768	43.0
62	Feyenoord	74.748663	1269.989305	46.0
63	Fiorentina	76.880383	1273.004785	59.0
64	Frosinone	68.368421	1090.574163	57.0
65	GFC Ajaccio	67.827751	1148.459330	46.0
66	Genoa	74.057416	1175.497608	47.0
67	Getafe CF	74.521531	1255.593301	42.0
68	Girondins de Bordeaux	72.712919	1220.770335	52.0
69	Granada CF	73.521531	1236.196172	45.0
70	Grasshopper Club Zürich	66.505051	1121.833333	43.0
71	Górnik Łęczna	60.193939	1012.509091	47.0
72	Hamburger SV	74.465241	1239.866310	41.0
73	Hamilton Academical FC	59.918660	965.856459	48.0
74	Hannover 96	73.368984	1203.866310	50.0
75	Heart of Midlothian	64.128230	1065.584211	52.0
76	Hellas Verona	72.421053	1191.794258	59.0
77	Heracles Almelo	68.770053	1149.085561	62.0
78	Hertha BSC Berlin	74.871658	1204.818182	45.0
79	Inter	79.070335	1303.557416	49.0
80	Inverness Caledonian Thistle	62.533014	1035.704306	44.0
81	Jagiellonia Białystok	65.858636	1101.367121	56.0
82	Juventus	82.086124	1349.282297	65.0
83	KAA Gent	72.915152	1248.709091	54.0
84	KRC Genk	70.309091	1158.072727	57.0
85	KV Kortrijk	68.018182	1141.351515	45.0
86	KV Mechelen	68.739394	1171.781818	51.0
87	KV Oostende	69.872727	1190.236364	47.0
88	KVC Westerlo	66.654545	1122.600000	45.0
89	Kilmarnock	62.761722	1037.209091	46.0
90	Korona Kielce	62.576296	1037.627003	43.0
91	LOSC Lille	74.339713	1232.923445	42.0
92	Lazio	77.822967	1306.918660	66.0
93	Lech Poznań	69.218182	1156.715152	58.0
94	Lechia Gdańsk	66.478788	1105.854545	58.0
95	Legia Warszawa	69.242424	1191.272727	60.0
96	Leicester City	74.464115	1233.650718	65.0
97	Levante UD	74.354067	1246.578947	33.0
98	Liverpool	77.665072	1266.277512	52.0
99	Manchester City	82.076555	1359.827751	47.0
100	Manchester United	80.133971	1331.741627	53.0
101	Milan	77.129187	1290.947368	57.0
102	Montpellier Hérault SC	72.440191	1212.459330	56.0
103	Moreirense FC	70.171123	1180.278075	46.0
104	Motherwell	61.966507	1014.516746	44.0
105	Málaga CF	75.315789	1234.133971	37.0
106	N.E.C.	67.614973	1096.812299	48.0
107	Napoli	79.952153	1294.373206	57.0
108	Newcastle United	75.358852	1269.133971	39.0
109	Norwich City	73.425837	1233.899522	39.0
110	OGC Nice	73.387560	1270.459330	47.0
111	Olympique Lyonnais	77.511962	1322.387560	47.0
112	Olympique de Marseille	76.277512	1236.803828	48.0
113	Oud-Heverlee Leuven	66.555152	1097.828485	44.0
114	PEC Zwolle	68.513369	1139.513369	60.0
115	PSV	76.411765	1263.074866	40.0
116	Palermo	72.193780	1188.418660	58.0
117	Paris Saint-Germain	81.612440	1370.177033	53.0
118	Partick Thistle F.C.	63.495694	1017.285646	46.0
119	Piast Gliwice	64.600000	1060.242424	45.0
120	Podbeskidzie Bielsko-Biała	61.976364	1056.274545	35.0
121	Pogoń Szczecin	65.740606	1089.992121	54.0
122	Polonia Bytom	63.414141	1050.826128	54.0
123	RC Celta de Vigo	76.188995	1249.751675	55.0
124	RC Deportivo de La Coruña	75.248804	1250.019139	50.0
125	RCD Espanyol	74.036364	1218.326316	40.0
126	RSC Anderlecht	74.089697	1278.161212	50.0
127	Rayo Vallecano	73.296651	1200.698565	52.0
128	Real Betis Balompié	74.822967	1224.110048	49.0
129	Real Madrid CF	83.937799	1404.851675	60.0
130	Real Sociedad	76.406699	1254.224880	53.0
131	Real Sporting de Gijón	73.460287	1231.189474	54.0
132	Rio Ave FC	71.449198	1187.213904	48.0
133	Roda JC Kerkrade	66.920321	1141.898930	37.0
134	Roma	79.454545	1311.708134	57.0
135	Ross County FC	62.401914	1015.889952	53.0
136	Royal Excel Mouscron	66.006061	1083.757576	45.0
137	Ruch Chorzów	63.115152	1035.812121	44.0
138	SC Bastia	69.880383	1135.421053	55.0
139	SC Braga	73.582888	1205.588235	56.0
140	SC Cambuur	66.037433	1129.550802	49.0
141	SC Heerenveen	70.325134	1153.987701	44.0
142	SD Eibar	72.473684	1201.861244	56.0
143	SL Benfica	77.754011	1320.093048	57.0
144	SM Caen	71.787560	1171.989952	42.0
145	SV Darmstadt 98	71.641711	1176.181818	56.0
146	SV Werder Bremen	73.461497	1210.657754	47.0
147	SV Zulte-Waregem	67.848485	1149.757576	58.0
148	Sampdoria	74.239234	1245.364593	51.0
149	Sassuolo	73.751196	1200.124402	47.0
150	Sevilla FC	78.039713	1286.455502	48.0
151	Sint-Truidense VV	66.266667	1094.836364	40.0
152	Southampton	76.368421	1266.339713	65.0
153	Sporting CP	77.860963	1313.513369	60.0
154	Sporting Charleroi	68.878788	1116.581818	48.0
155	Sporting Lokeren	68.872727	1171.236364	52.0
156	St. Johnstone FC	64.004785	1038.397129	48.0
157	Stade Rennais FC	74.330144	1219.703349	44.0
158	Stade de Reims	71.556938	1163.628230	44.0
159	Standard de Liège	70.242424	1177.751515	54.0
160	Stoke City	76.583732	1284.885167	37.0
161	Sunderland	74.971292	1239.354067	45.0
162	Swansea City	76.645933	1244.550239	47.0
163	TSG 1899 Hoffenheim	75.358289	1244.053476	61.0
164	Torino	76.311005	1222.349282	46.0
165	Tottenham Hotspur	79.023923	1345.612440	54.0
166	Toulouse FC	72.559809	1256.464115	45.0
167	UD Las Palmas	71.952153	1188.685167	39.0
168	Udinese	74.928230	1241.488038	57.0
169	Valencia CF	78.583732	1321.966507	45.0
170	VfB Stuttgart	75.064171	1252.812834	44.0
171	VfL Wolfsburg	79.401070	1337.042781	46.0
172	Villarreal CF	77.688995	1282.449761	48.0
173	Vitesse	70.802139	1167.689840	58.0
174	Vitória Guimarães	71.301604	1173.459893	40.0
175	Vitória Setúbal	69.449198	1141.941176	37.0
176	Waasland-Beveren	65.521212	1136.648485	32.0
177	Watford	74.287081	1224.062201	52.0
178	West Bromwich Albion	74.684211	1225.808612	40.0
179	West Ham United	76.050718	1252.493780	37.0
180	Willem II	68.385027	1139.213904	45.0
181	Wisła Kraków	65.012121	1094.406061	58.0
182	Zagłębie Lubin	62.181818	1039.890909	38.0
183	Śląsk Wrocław	65.204242	1096.392727	55.0

	diff_players_overall_rating	home_players_attr_sum	diff_defenceAggression	home_buildUpPlayDribblingClass
0	0.008485	0.440067	0.025562	1.0
1	1.844757	0.440067	-0.928097	1.0
2	0.621956	0.440067	0.120928	1.0
3	0.272812	0.440067	0.407025	1.0
4	-0.959858	0.440067	0.597757	1.0

CL-DA-Project3-1¶

Импорт необходимых библиотек¶

Функции¶

Функция, проверяющая процент пропущенных данных в столбцах датафрейма¶

Функция, показывающая список "плохих" факторов¶

Импорт и просмотр данных¶

Создадим связку с базой данных, чтобы посмотреть, какие датафреймы у нас есть¶

Запишем датафреймы в понятные переменные и посмотрим на имеющиеся в них данные¶

ОБЪЕДИНЕНИЕ ДАТАФРЕЙМОВ¶

Объединим данные из файлов leagues и countries¶

Сразу объединим полученный датафрейм leagues_countries с данными из matches¶

Теперь объединим teams c team_attributes¶

Теперь объединим players c player_attributes¶

Объединим файлы detailed_matches и detailed_teams¶

Подтянем данные по командам, игравшим дома (home) и в гостях (away) используя метод merge_asof¶

Теперь подтянем данные по игрокам из detailed_players¶

Также подготовим data к объединению¶

Напишем цикл для объединения датафреймов matches и players¶

Создадим дополнительные столбцы, в которых расчитаем среднее значение параметров overall_rating, potential, reactions, player_attr_sum и player_attr_mean по 11 игрокам для команд home и away¶

Продолжим работу с ним и создадим еще несколько нужных для анализа столбцов.¶

Создадим столбец goal_difference¶

Создадим столбец с результатом матча¶

Создадим столбец с результатом матча в числовом виде¶

Создадим столбец home_team_win...¶

...и столбец away_team_win¶

Создадим колонки с разницами характеристик команд¶

Дополнительно создадим колонки с суммой всех командных атрибутов команд home и away, а также колонку с разницей этих параметров¶

Назначим полученный единый датафрейм финальным и перезапишем его в переменную df, оставив только данные за последний сезон¶

Пайплайн¶

I. Обработка данных¶

1. Проверить на пропуски, дубликаты и проч. если еще не¶

1.1 Обработка пропусков¶

1.2 Проверка дубликатов¶

1.3 Проверка форматов данных¶

1.4 Выделение айдишников и категориальных переменных¶

II. Корреляционный анализ¶

1. Корреляция числовых факторов с целевым признаком.¶

2. Корреляционная матрица и проверка на мультиколлинеарность¶

3. Критерий V Крамера для категориальных переменных.¶

IV. Подготовка к моделированию¶

Разбиение на обучающую/валидирующую/тестовую выборки¶

Кодирование категориальных фичей¶

Нормализация данных¶

V. Моделирование. Перебор факторов¶

Цикл перебора моделей по target_num¶

Обучим нашу регрессию еще раз на комбинации лучших фичей, т.к. до этого был цикл перебора моделей, и скорее всего наша регрессия обучена на последней комбинации.¶

VI. Создадим датафрейм c комбинациями из всех возможных пар команд (с учетом их позиционирования).¶

Теперь создадим два датафрейма с со средним значением лучших фичей по home и away командам.¶

Соберем средние значения для команд, играющих дома¶

Теперь соберем средние значения (и моды по категориальным переменным) по командам, играющим в гостях¶

Подтянем полученные средние и моды по командам home и away в датафрейм с комбинациями команд¶

Датасет для дэшборда собран, теперь надо сделать предсказания на его основе¶

Наш OrdinalEncoder() и StandardScaler() уже "обучены", так что сразу используем их.¶

Теперь сделаем стандартизацию количественных фичей¶

Теперь у нас есть предсказания по каждому потенциальному столкновению команд. Запишем их как новый столбец в датафрейм df_for_dashboard¶

Подтянем в наш дэшборд с предсказаниями важные для заказчика колонки.¶

Финальная проверка датасета для дашборда¶

Все данные есть. Можно выгружать датасет и продолжить работу в Tableau¶